-
Notifications
You must be signed in to change notification settings - Fork 21
/
sqr_baseline_r50_log.txt
50 lines (50 loc) · 250 KB
/
sqr_baseline_r50_log.txt
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
{"train_lr": 0.00019999999999998242, "train_class_error": 30.911173365523428, "train_grad_norm": 24.9269849217246, "train_loss": 14.625118684530033, "train_loss_bbox": 0.4735734590606246, "train_loss_bbox_0": 0.5912440384851649, "train_loss_bbox_1": 0.4999072296877732, "train_loss_bbox_2": 0.48159133871982246, "train_loss_bbox_3": 0.4763764558138519, "train_loss_bbox_4": 0.4750956586619667, "train_loss_ce": 0.8716481304065503, "train_loss_ce_0": 0.8852156630698196, "train_loss_ce_1": 0.856673551632912, "train_loss_ce_2": 0.8567859806260478, "train_loss_ce_3": 0.8607445444851755, "train_loss_ce_4": 0.864772409349821, "train_loss_dice": 0.8631507363948902, "train_loss_giou": 0.8879972484950911, "train_loss_giou_0": 1.0424677559411302, "train_loss_giou_1": 0.9280276173355614, "train_loss_giou_2": 0.9005691498320464, "train_loss_giou_3": 0.8929325715584151, "train_loss_giou_4": 0.8909533144043245, "train_loss_mask": 0.025391823119848833, "train_cardinality_error_unscaled": 292.8164310834573, "train_cardinality_error_0_unscaled": 292.866858852969, "train_cardinality_error_1_unscaled": 292.89565298255104, "train_cardinality_error_2_unscaled": 292.91283984850537, "train_cardinality_error_3_unscaled": 292.883555390234, "train_cardinality_error_4_unscaled": 292.8637731638036, "train_class_error_unscaled": 30.911173365523428, "train_loss_bbox_unscaled": 0.09471469181182257, "train_loss_bbox_0_unscaled": 0.11824880770045947, "train_loss_bbox_1_unscaled": 0.09998144600356478, "train_loss_bbox_2_unscaled": 0.09631826776805064, "train_loss_bbox_3_unscaled": 0.0952752911760732, "train_loss_bbox_4_unscaled": 0.09501913167515096, "train_loss_ce_unscaled": 0.43582406520327516, "train_loss_ce_0_unscaled": 0.4426078315349098, "train_loss_ce_1_unscaled": 0.428336775816456, "train_loss_ce_2_unscaled": 0.4283929903130239, "train_loss_ce_3_unscaled": 0.43037227224258773, "train_loss_ce_4_unscaled": 0.4323862046749105, "train_loss_dice_unscaled": 0.8631507363948902, "train_loss_giou_unscaled": 0.44399862424754555, "train_loss_giou_0_unscaled": 0.5212338779705651, "train_loss_giou_1_unscaled": 0.4640138086677807, "train_loss_giou_2_unscaled": 0.4502845749160232, "train_loss_giou_3_unscaled": 0.44646628577920755, "train_loss_giou_4_unscaled": 0.44547665720216223, "train_loss_mask_unscaled": 0.025391823119848833, "test_class_error": 19.800835042715835, "test_loss": 11.859721835809774, "test_loss_bbox": 0.330907082833802, "test_loss_bbox_0": 0.44594146078006147, "test_loss_bbox_1": 0.3534385721904401, "test_loss_bbox_2": 0.3351358641831639, "test_loss_bbox_3": 0.33400473755579024, "test_loss_bbox_4": 0.3332408071516421, "test_loss_ce": 0.688655389193148, "test_loss_ce_0": 0.717534644059099, "test_loss_ce_1": 0.6965275328761091, "test_loss_ce_2": 0.6891023208158085, "test_loss_ce_3": 0.6827489748930398, "test_loss_ce_4": 0.6794821261978758, "test_loss_dice": 0.8680701804237244, "test_loss_giou": 0.7372887580158611, "test_loss_giou_0": 0.9320143230806905, "test_loss_giou_1": 0.7824608538859188, "test_loss_giou_2": 0.7469812751578065, "test_loss_giou_3": 0.7423549051673267, "test_loss_giou_4": 0.7408992154910542, "test_loss_mask": 0.022932767499083528, "test_cardinality_error_unscaled": 292.4432907348243, "test_cardinality_error_0_unscaled": 292.3358626198083, "test_cardinality_error_1_unscaled": 292.0531150159744, "test_cardinality_error_2_unscaled": 292.34005591054313, "test_cardinality_error_3_unscaled": 292.29512779552715, "test_cardinality_error_4_unscaled": 292.3023162939297, "test_class_error_unscaled": 19.800835042715835, "test_loss_bbox_unscaled": 0.06618141668577926, "test_loss_bbox_0_unscaled": 0.08918829207507947, "test_loss_bbox_1_unscaled": 0.07068771426194011, "test_loss_bbox_2_unscaled": 0.06702717275808033, "test_loss_bbox_3_unscaled": 0.0668009475063973, "test_loss_bbox_4_unscaled": 0.06664816144937144, "test_loss_ce_unscaled": 0.344327694596574, "test_loss_ce_0_unscaled": 0.3587673220295495, "test_loss_ce_1_unscaled": 0.34826376643805457, "test_loss_ce_2_unscaled": 0.34455116040790423, "test_loss_ce_3_unscaled": 0.3413744874465199, "test_loss_ce_4_unscaled": 0.3397410630989379, "test_loss_dice_unscaled": 0.8680701804237244, "test_loss_giou_unscaled": 0.36864437900793057, "test_loss_giou_0_unscaled": 0.46600716154034527, "test_loss_giou_1_unscaled": 0.3912304269429594, "test_loss_giou_2_unscaled": 0.3734906375789033, "test_loss_giou_3_unscaled": 0.37117745258366336, "test_loss_giou_4_unscaled": 0.3704496077455271, "test_loss_mask_unscaled": 0.022932767499083528, "test_coco_eval_bbox": [0.17156922618485235, 0.30561300966072086, 0.17151235461905967, 0.09271746392803272, 0.19394595308368373, 0.23412227277764708, 0.2037306408535859, 0.35892406682664296, 0.40426033784459875, 0.17997476315746816, 0.43707912150301537, 0.5966753410554826], "test_coco_eval_masks": [0.013076293612114168, 0.029146236007660444, 0.011111983269603243, 0.0002122187950648991, 0.006421959463751894, 0.027308600975122856, 0.03424007641468367, 0.03424030839018706, 0.03424030839018706, 0.0005645810060032419, 0.015558595108398146, 0.07163444241780718], "epoch": 0, "n_parameters": 66735317}
{"train_lr": 0.00019999999999998242, "train_class_error": 18.553069752187895, "train_grad_norm": 29.534561384261163, "train_loss": 11.473087227458997, "train_loss_bbox": 0.3366796578317538, "train_loss_bbox_0": 0.43111449140230473, "train_loss_bbox_1": 0.3541309205069684, "train_loss_bbox_2": 0.33949389067728786, "train_loss_bbox_3": 0.3373767285611912, "train_loss_bbox_4": 0.3375967460948141, "train_loss_ce": 0.6620517236428898, "train_loss_ce_0": 0.6936229041823028, "train_loss_ce_1": 0.6732476365859722, "train_loss_ce_2": 0.6675147738876611, "train_loss_ce_3": 0.6612364049614419, "train_loss_ce_4": 0.6588307117538653, "train_loss_dice": 0.8543943549853675, "train_loss_giou": 0.7069662872661068, "train_loss_giou_0": 0.859344004149626, "train_loss_giou_1": 0.7408398989289213, "train_loss_giou_2": 0.7147005250694851, "train_loss_giou_3": 0.7095275834700614, "train_loss_giou_4": 0.7089811862280965, "train_loss_mask": 0.025436787953733567, "train_cardinality_error_unscaled": 292.57352394156635, "train_cardinality_error_0_unscaled": 292.17989990531584, "train_cardinality_error_1_unscaled": 292.43506526443934, "train_cardinality_error_2_unscaled": 292.57578114432573, "train_cardinality_error_3_unscaled": 292.6151849722711, "train_cardinality_error_4_unscaled": 292.6198684566482, "train_class_error_unscaled": 18.553069752187895, "train_loss_bbox_unscaled": 0.06733593156937412, "train_loss_bbox_0_unscaled": 0.08622289826191763, "train_loss_bbox_1_unscaled": 0.07082618409373449, "train_loss_bbox_2_unscaled": 0.0678987781549079, "train_loss_bbox_3_unscaled": 0.06747534573702985, "train_loss_bbox_4_unscaled": 0.06751934919558213, "train_loss_ce_unscaled": 0.3310258618214449, "train_loss_ce_0_unscaled": 0.3468114520911514, "train_loss_ce_1_unscaled": 0.3366238182929861, "train_loss_ce_2_unscaled": 0.33375738694383056, "train_loss_ce_3_unscaled": 0.33061820248072094, "train_loss_ce_4_unscaled": 0.32941535587693266, "train_loss_dice_unscaled": 0.8543943549853675, "train_loss_giou_unscaled": 0.3534831436330534, "train_loss_giou_0_unscaled": 0.429672002074813, "train_loss_giou_1_unscaled": 0.37041994946446066, "train_loss_giou_2_unscaled": 0.35735026253474256, "train_loss_giou_3_unscaled": 0.3547637917350307, "train_loss_giou_4_unscaled": 0.35449059311404824, "train_loss_mask_unscaled": 0.025436787953733567, "test_class_error": 16.39347877746192, "test_loss": 10.635895153204093, "test_loss_bbox": 0.2887847141716808, "test_loss_bbox_0": 0.37634569892106345, "test_loss_bbox_1": 0.30662426038291124, "test_loss_bbox_2": 0.29113681495380095, "test_loss_bbox_3": 0.28864509395707527, "test_loss_bbox_4": 0.2890031611957489, "test_loss_ce": 0.6109676075438721, "test_loss_ce_0": 0.6469050425881395, "test_loss_ce_1": 0.6307905870504653, "test_loss_ce_2": 0.6251779512856335, "test_loss_ce_3": 0.6140583945920293, "test_loss_ce_4": 0.6085011347795066, "test_loss_dice": 0.8639295525825061, "test_loss_giou": 0.660762011719207, "test_loss_giou_0": 0.8206046475008273, "test_loss_giou_1": 0.6959363434451837, "test_loss_giou_2": 0.6680317595363044, "test_loss_giou_3": 0.6623719435530349, "test_loss_giou_4": 0.66208647996092, "test_loss_mask": 0.025231995224095763, "test_cardinality_error_unscaled": 290.37639776357827, "test_cardinality_error_0_unscaled": 291.0838658146965, "test_cardinality_error_1_unscaled": 291.5, "test_cardinality_error_2_unscaled": 290.2935303514377, "test_cardinality_error_3_unscaled": 290.0243610223642, "test_cardinality_error_4_unscaled": 290.23502396166134, "test_class_error_unscaled": 16.39347877746192, "test_loss_bbox_unscaled": 0.05775694287242219, "test_loss_bbox_0_unscaled": 0.07526913986276514, "test_loss_bbox_1_unscaled": 0.061324851890912836, "test_loss_bbox_2_unscaled": 0.05822736304550887, "test_loss_bbox_3_unscaled": 0.05772901883426185, "test_loss_bbox_4_unscaled": 0.057800632220106764, "test_loss_ce_unscaled": 0.30548380377193607, "test_loss_ce_0_unscaled": 0.32345252129406976, "test_loss_ce_1_unscaled": 0.31539529352523266, "test_loss_ce_2_unscaled": 0.31258897564281674, "test_loss_ce_3_unscaled": 0.30702919729601463, "test_loss_ce_4_unscaled": 0.3042505673897533, "test_loss_dice_unscaled": 0.8639295525825061, "test_loss_giou_unscaled": 0.3303810058596035, "test_loss_giou_0_unscaled": 0.41030232375041364, "test_loss_giou_1_unscaled": 0.34796817172259187, "test_loss_giou_2_unscaled": 0.3340158797681522, "test_loss_giou_3_unscaled": 0.33118597177651743, "test_loss_giou_4_unscaled": 0.33104323998046, "test_loss_mask_unscaled": 0.025231995224095763, "test_coco_eval_bbox": [0.2506153621555626, 0.4021306348740528, 0.26094077100621693, 0.12917037532031772, 0.2772272548576408, 0.3274610332345432, 0.25536387317031733, 0.4271544994938728, 0.47358099820615435, 0.22713596375855158, 0.5100025248918081, 0.6851765375582052], "test_coco_eval_masks": [0.01977068754843391, 0.0421941893540407, 0.017308239232806447, 0.0003885499743938053, 0.011429007724706567, 0.03815021673741852, 0.04151657879901383, 0.041516810774517215, 0.041516810774517215, 0.00040553789688621127, 0.01874379758164136, 0.09072038733120785], "epoch": 1, "n_parameters": 66735317}
{"train_lr": 0.00019999999999998242, "train_class_error": 16.049731004001096, "train_grad_norm": 33.14518534622801, "train_loss": 10.63102615874497, "train_loss_bbox": 0.30908331094995234, "train_loss_bbox_0": 0.38959097205770205, "train_loss_bbox_1": 0.32220555646210225, "train_loss_bbox_2": 0.3099515233015024, "train_loss_bbox_3": 0.3086710152639905, "train_loss_bbox_4": 0.3096432664305532, "train_loss_ce": 0.5977165080061724, "train_loss_ce_0": 0.6405884674320069, "train_loss_ce_1": 0.6216231627601676, "train_loss_ce_2": 0.6119565235960552, "train_loss_ce_3": 0.601329419285716, "train_loss_ce_4": 0.5959270716068242, "train_loss_dice": 0.85266382164067, "train_loss_giou": 0.6605097889400344, "train_loss_giou_0": 0.7977179698550328, "train_loss_giou_1": 0.6875904866150456, "train_loss_giou_2": 0.6654426106883534, "train_loss_giou_3": 0.6616347031318882, "train_loss_giou_4": 0.6618985842863504, "train_loss_mask": 0.025281394979477245, "train_cardinality_error_unscaled": 292.6116850399026, "train_cardinality_error_0_unscaled": 292.32846949817394, "train_cardinality_error_1_unscaled": 292.64224604355474, "train_cardinality_error_2_unscaled": 292.59168301095633, "train_cardinality_error_3_unscaled": 292.64888238874613, "train_cardinality_error_4_unscaled": 292.60574191803056, "train_class_error_unscaled": 16.049731004001096, "train_loss_bbox_unscaled": 0.061816662180618036, "train_loss_bbox_0_unscaled": 0.0779181944535652, "train_loss_bbox_1_unscaled": 0.0644411112779083, "train_loss_bbox_2_unscaled": 0.061990304635508885, "train_loss_bbox_3_unscaled": 0.061734203041359695, "train_loss_bbox_4_unscaled": 0.06192865329417295, "train_loss_ce_unscaled": 0.2988582540030862, "train_loss_ce_0_unscaled": 0.32029423371600346, "train_loss_ce_1_unscaled": 0.3108115813800838, "train_loss_ce_2_unscaled": 0.3059782617980276, "train_loss_ce_3_unscaled": 0.300664709642858, "train_loss_ce_4_unscaled": 0.2979635358034121, "train_loss_dice_unscaled": 0.85266382164067, "train_loss_giou_unscaled": 0.3302548944700172, "train_loss_giou_0_unscaled": 0.3988589849275164, "train_loss_giou_1_unscaled": 0.3437952433075228, "train_loss_giou_2_unscaled": 0.3327213053441767, "train_loss_giou_3_unscaled": 0.3308173515659441, "train_loss_giou_4_unscaled": 0.3309492921431752, "train_loss_mask_unscaled": 0.025281394979477245, "test_class_error": 15.03265432047006, "test_loss": 10.122482959454814, "test_loss_bbox": 0.27746692028479836, "test_loss_bbox_0": 0.3509604988958889, "test_loss_bbox_1": 0.290936160677919, "test_loss_bbox_2": 0.2775746855301598, "test_loss_bbox_3": 0.2774298970406048, "test_loss_bbox_4": 0.2782253233102945, "test_loss_ce": 0.555876862888519, "test_loss_ce_0": 0.6047357523593658, "test_loss_ce_1": 0.5813644613130405, "test_loss_ce_2": 0.5753530716172423, "test_loss_ce_3": 0.5629945934390108, "test_loss_ce_4": 0.5559520803320522, "test_loss_dice": 0.8603998660660399, "test_loss_giou": 0.642562168093916, "test_loss_giou_0": 0.7912674420557845, "test_loss_giou_1": 0.6747099581046607, "test_loss_giou_2": 0.6480483641258825, "test_loss_giou_3": 0.6437813874822074, "test_loss_giou_4": 0.6448280272392419, "test_loss_mask": 0.02801546954606383, "test_cardinality_error_unscaled": 287.3426517571885, "test_cardinality_error_0_unscaled": 288.42312300319486, "test_cardinality_error_1_unscaled": 288.97084664536743, "test_cardinality_error_2_unscaled": 288.54992012779553, "test_cardinality_error_3_unscaled": 288.9882188498403, "test_cardinality_error_4_unscaled": 287.66553514376994, "test_class_error_unscaled": 15.03265432047006, "test_loss_bbox_unscaled": 0.05549338408790457, "test_loss_bbox_0_unscaled": 0.07019209984344796, "test_loss_bbox_1_unscaled": 0.05818723211178003, "test_loss_bbox_2_unscaled": 0.055514937117933844, "test_loss_bbox_3_unscaled": 0.055485979258157195, "test_loss_bbox_4_unscaled": 0.05564506461445135, "test_loss_ce_unscaled": 0.2779384314442595, "test_loss_ce_0_unscaled": 0.3023678761796829, "test_loss_ce_1_unscaled": 0.29068223065652027, "test_loss_ce_2_unscaled": 0.2876765358086211, "test_loss_ce_3_unscaled": 0.2814972967195054, "test_loss_ce_4_unscaled": 0.2779760401660261, "test_loss_dice_unscaled": 0.8603998660660399, "test_loss_giou_unscaled": 0.321281084046958, "test_loss_giou_0_unscaled": 0.39563372102789224, "test_loss_giou_1_unscaled": 0.33735497905233036, "test_loss_giou_2_unscaled": 0.32402418206294126, "test_loss_giou_3_unscaled": 0.3218906937411037, "test_loss_giou_4_unscaled": 0.32241401361962096, "test_loss_mask_unscaled": 0.02801546954606383, "test_coco_eval_bbox": [0.2904138467124106, 0.4605555738614326, 0.3046554713559675, 0.14714669632724814, 0.3180447827302239, 0.4022624735750571, 0.2739373645603242, 0.45725526529284805, 0.5021443643680162, 0.2596600756773281, 0.5400698123600131, 0.7160453839148656], "test_coco_eval_masks": [0.0223217735524651, 0.046413713437915984, 0.0188703043419652, 0.0005267866329362219, 0.010922447913239692, 0.04411909072024092, 0.04329676923934926, 0.04329711720260434, 0.04329711720260434, 0.0006546111951391306, 0.01828127321023593, 0.09544644180928265], "epoch": 2, "n_parameters": 66735317}
{"train_lr": 0.00019999999999998242, "train_class_error": 14.448964988525836, "train_grad_norm": 36.55927014695958, "train_loss": 10.128149515815279, "train_loss_bbox": 0.2926486202071101, "train_loss_bbox_0": 0.3675495834710487, "train_loss_bbox_1": 0.30404745213849677, "train_loss_bbox_2": 0.2929102642242212, "train_loss_bbox_3": 0.29203153690747763, "train_loss_bbox_4": 0.2929991528978371, "train_loss_ce": 0.5591471599465082, "train_loss_ce_0": 0.6100367595164875, "train_loss_ce_1": 0.5913750572866021, "train_loss_ce_2": 0.5781585196108452, "train_loss_ce_3": 0.5646211730277734, "train_loss_ce_4": 0.5581560961113043, "train_loss_dice": 0.8508361889031523, "train_loss_giou": 0.631098561255967, "train_loss_giou_0": 0.7622029082823167, "train_loss_giou_1": 0.655806600894332, "train_loss_giou_2": 0.6351133112605557, "train_loss_giou_3": 0.6318274525171943, "train_loss_giou_4": 0.6323366733513551, "train_loss_mask": 0.025246445040322963, "train_cardinality_error_unscaled": 292.621035100771, "train_cardinality_error_0_unscaled": 292.47239787636954, "train_cardinality_error_1_unscaled": 292.5830346273502, "train_cardinality_error_2_unscaled": 292.56645644528606, "train_cardinality_error_3_unscaled": 292.6895289463005, "train_cardinality_error_4_unscaled": 292.6697720816989, "train_class_error_unscaled": 14.448964988525836, "train_loss_bbox_unscaled": 0.058529724047871864, "train_loss_bbox_0_unscaled": 0.07350991671406318, "train_loss_bbox_1_unscaled": 0.06080949041943548, "train_loss_bbox_2_unscaled": 0.05858205285048785, "train_loss_bbox_3_unscaled": 0.058406307397922484, "train_loss_bbox_4_unscaled": 0.05859983054903143, "train_loss_ce_unscaled": 0.2795735799732541, "train_loss_ce_0_unscaled": 0.30501837975824375, "train_loss_ce_1_unscaled": 0.29568752864330106, "train_loss_ce_2_unscaled": 0.2890792598054226, "train_loss_ce_3_unscaled": 0.2823105865138867, "train_loss_ce_4_unscaled": 0.2790780480556522, "train_loss_dice_unscaled": 0.8508361889031523, "train_loss_giou_unscaled": 0.3155492806279835, "train_loss_giou_0_unscaled": 0.38110145414115837, "train_loss_giou_1_unscaled": 0.327903300447166, "train_loss_giou_2_unscaled": 0.31755665563027785, "train_loss_giou_3_unscaled": 0.31591372625859715, "train_loss_giou_4_unscaled": 0.31616833667567756, "train_loss_mask_unscaled": 0.025246445040322963, "test_class_error": 13.97851779133367, "test_loss": 9.714401176562324, "test_loss_bbox": 0.2605266551525829, "test_loss_bbox_0": 0.3263669406739287, "test_loss_bbox_1": 0.2714732868222002, "test_loss_bbox_2": 0.2607975154639052, "test_loss_bbox_3": 0.25910878557557115, "test_loss_bbox_4": 0.2606720270725866, "test_loss_ce": 0.5413628020606482, "test_loss_ce_0": 0.5989133091018604, "test_loss_ce_1": 0.5733494582458045, "test_loss_ce_2": 0.5655609530191452, "test_loss_ce_3": 0.5525216774437756, "test_loss_ce_4": 0.5444348500178645, "test_loss_dice": 0.8625286943234575, "test_loss_giou": 0.606478469916426, "test_loss_giou_0": 0.748909141023319, "test_loss_giou_1": 0.6324506696230306, "test_loss_giou_2": 0.6105479999853018, "test_loss_giou_3": 0.60693832727286, "test_loss_giou_4": 0.6074276447486573, "test_loss_mask": 0.024031983959241606, "test_cardinality_error_unscaled": 292.5401357827476, "test_cardinality_error_0_unscaled": 292.2511980830671, "test_cardinality_error_1_unscaled": 292.34285143769966, "test_cardinality_error_2_unscaled": 292.4776357827476, "test_cardinality_error_3_unscaled": 292.5235623003195, "test_cardinality_error_4_unscaled": 292.4782348242812, "test_class_error_unscaled": 13.97851779133367, "test_loss_bbox_unscaled": 0.0521053310495596, "test_loss_bbox_0_unscaled": 0.0652733879705397, "test_loss_bbox_1_unscaled": 0.05429465742632985, "test_loss_bbox_2_unscaled": 0.052159503149910094, "test_loss_bbox_3_unscaled": 0.051821757238893845, "test_loss_bbox_4_unscaled": 0.05213440538119203, "test_loss_ce_unscaled": 0.2706814010303241, "test_loss_ce_0_unscaled": 0.2994566545509302, "test_loss_ce_1_unscaled": 0.28667472912290226, "test_loss_ce_2_unscaled": 0.2827804765095726, "test_loss_ce_3_unscaled": 0.2762608387218878, "test_loss_ce_4_unscaled": 0.27221742500893226, "test_loss_dice_unscaled": 0.8625286943234575, "test_loss_giou_unscaled": 0.303239234958213, "test_loss_giou_0_unscaled": 0.3744545705116595, "test_loss_giou_1_unscaled": 0.3162253348115153, "test_loss_giou_2_unscaled": 0.3052739999926509, "test_loss_giou_3_unscaled": 0.30346916363643, "test_loss_giou_4_unscaled": 0.30371382237432865, "test_loss_mask_unscaled": 0.024031983959241606, "test_coco_eval_bbox": [0.31143700573607797, 0.48403376347793436, 0.3302948461724247, 0.16194338916758358, 0.33446063048990576, 0.4249527539744465, 0.2878840390881956, 0.47645557380879583, 0.5224938921094524, 0.28860855374086625, 0.5611766992537677, 0.7276999819633587], "test_coco_eval_masks": [0.021419531951109193, 0.04495788917526843, 0.019309666398718436, 0.0005704215455549721, 0.013280995074782757, 0.044681571616184634, 0.04332827450011243, 0.04332839048786413, 0.04332839048786413, 0.0007289258793325514, 0.02058681365055748, 0.09538974723601192], "epoch": 3, "n_parameters": 66735317}
{"train_lr": 0.00019999999999998242, "train_class_error": 13.397985861811927, "train_grad_norm": 40.84602325823348, "train_loss": 9.794521630350507, "train_loss_bbox": 0.28179830915991094, "train_loss_bbox_0": 0.3532351663268888, "train_loss_bbox_1": 0.29254442623902216, "train_loss_bbox_2": 0.2818491571019374, "train_loss_bbox_3": 0.2813553204378256, "train_loss_bbox_4": 0.2823101663668488, "train_loss_ce": 0.5340572414476559, "train_loss_ce_0": 0.5906399009185184, "train_loss_ce_1": 0.5712718610292389, "train_loss_ce_2": 0.5563652092462686, "train_loss_ce_3": 0.540460367265161, "train_loss_ce_4": 0.533223458540451, "train_loss_dice": 0.8498499432645953, "train_loss_giou": 0.6106309564344522, "train_loss_giou_0": 0.7391114591842702, "train_loss_giou_1": 0.6339222064089843, "train_loss_giou_2": 0.6137694217497451, "train_loss_giou_3": 0.6111636111313994, "train_loss_giou_4": 0.6117623372102451, "train_loss_mask": 0.025201123211964667, "train_cardinality_error_unscaled": 292.6683856350602, "train_cardinality_error_0_unscaled": 292.54568510753415, "train_cardinality_error_1_unscaled": 292.72301501420264, "train_cardinality_error_2_unscaled": 292.6886074665224, "train_cardinality_error_3_unscaled": 292.70205768970646, "train_cardinality_error_4_unscaled": 292.68482010009467, "train_class_error_unscaled": 13.397985861811927, "train_loss_bbox_unscaled": 0.05635966182442378, "train_loss_bbox_0_unscaled": 0.07064703326426919, "train_loss_bbox_1_unscaled": 0.05850888521610949, "train_loss_bbox_2_unscaled": 0.056369831384711765, "train_loss_bbox_3_unscaled": 0.05627106407013037, "train_loss_bbox_4_unscaled": 0.05646203330975093, "train_loss_ce_unscaled": 0.26702862072382794, "train_loss_ce_0_unscaled": 0.2953199504592592, "train_loss_ce_1_unscaled": 0.28563593051461944, "train_loss_ce_2_unscaled": 0.2781826046231343, "train_loss_ce_3_unscaled": 0.2702301836325805, "train_loss_ce_4_unscaled": 0.2666117292702255, "train_loss_dice_unscaled": 0.8498499432645953, "train_loss_giou_unscaled": 0.3053154782172261, "train_loss_giou_0_unscaled": 0.3695557295921351, "train_loss_giou_1_unscaled": 0.31696110320449217, "train_loss_giou_2_unscaled": 0.30688471087487257, "train_loss_giou_3_unscaled": 0.3055818055656997, "train_loss_giou_4_unscaled": 0.30588116860512254, "train_loss_mask_unscaled": 0.025201123211964667, "test_class_error": 12.98788794313376, "test_loss": 9.53392297848345, "test_loss_bbox": 0.2577631756806145, "test_loss_bbox_0": 0.32339265742621864, "test_loss_bbox_1": 0.2677480199466498, "test_loss_bbox_2": 0.2570456150716867, "test_loss_bbox_3": 0.25658009970150053, "test_loss_bbox_4": 0.25856496517460187, "test_loss_ce": 0.5171526335298825, "test_loss_ce_0": 0.5794321126259935, "test_loss_ce_1": 0.5605146269828748, "test_loss_ce_2": 0.5440149785230716, "test_loss_ce_3": 0.5252726128497444, "test_loss_ce_4": 0.5171189078698143, "test_loss_dice": 0.8612133430215878, "test_loss_giou": 0.6037086838731369, "test_loss_giou_0": 0.7380472496866037, "test_loss_giou_1": 0.627279561262923, "test_loss_giou_2": 0.6059985582630474, "test_loss_giou_3": 0.6036003692843281, "test_loss_giou_4": 0.6040067015745388, "test_loss_mask": 0.025468069634522302, "test_cardinality_error_unscaled": 292.34325079872207, "test_cardinality_error_0_unscaled": 292.4373003194888, "test_cardinality_error_1_unscaled": 292.29512779552715, "test_cardinality_error_2_unscaled": 292.40355431309905, "test_cardinality_error_3_unscaled": 292.34404952076676, "test_cardinality_error_4_unscaled": 292.39556709265173, "test_class_error_unscaled": 12.98788794313376, "test_loss_bbox_unscaled": 0.05155263516230705, "test_loss_bbox_0_unscaled": 0.06467853144953807, "test_loss_bbox_1_unscaled": 0.05354960397266732, "test_loss_bbox_2_unscaled": 0.051409123042901864, "test_loss_bbox_3_unscaled": 0.051316020028374064, "test_loss_bbox_4_unscaled": 0.05171299308014754, "test_loss_ce_unscaled": 0.25857631676494125, "test_loss_ce_0_unscaled": 0.28971605631299674, "test_loss_ce_1_unscaled": 0.2802573134914374, "test_loss_ce_2_unscaled": 0.2720074892615358, "test_loss_ce_3_unscaled": 0.2626363064248722, "test_loss_ce_4_unscaled": 0.25855945393490715, "test_loss_dice_unscaled": 0.8612133430215878, "test_loss_giou_unscaled": 0.30185434193656846, "test_loss_giou_0_unscaled": 0.36902362484330187, "test_loss_giou_1_unscaled": 0.3136397806314615, "test_loss_giou_2_unscaled": 0.3029992791315237, "test_loss_giou_3_unscaled": 0.30180018464216407, "test_loss_giou_4_unscaled": 0.3020033507872694, "test_loss_mask_unscaled": 0.025468069634522302, "test_coco_eval_bbox": [0.3293630968374643, 0.5063604585720239, 0.3460891865509953, 0.17466442100903476, 0.3587972492460975, 0.4468928178893087, 0.2961196538672632, 0.487009067188241, 0.5323633189501448, 0.29405623890722604, 0.5768739297007677, 0.7360513641037292], "test_coco_eval_masks": [0.02115476616205235, 0.04295081693672714, 0.01886853833319549, 0.0005862249156508051, 0.011885790718966015, 0.04668201129230417, 0.043988553427757184, 0.04398866941550887, 0.04398866941550887, 0.0006549736366735988, 0.019305257137543556, 0.09866606246835245], "epoch": 4, "n_parameters": 66735317}
{"train_lr": 0.00019999999999998242, "train_class_error": 12.636619218998892, "train_grad_norm": 43.51996651351105, "train_loss": 9.561235895728316, "train_loss_bbox": 0.2742643908369643, "train_loss_bbox_0": 0.34301542991289313, "train_loss_bbox_1": 0.28443007285840355, "train_loss_bbox_2": 0.2743182137989472, "train_loss_bbox_3": 0.27367822609637243, "train_loss_bbox_4": 0.2747210927290473, "train_loss_ce": 0.5157627633495775, "train_loss_ce_0": 0.5765961464486908, "train_loss_ce_1": 0.5565247084941913, "train_loss_ce_2": 0.5396783224231543, "train_loss_ce_3": 0.5227224533304413, "train_loss_ce_4": 0.5153208482891107, "train_loss_dice": 0.8493413790691597, "train_loss_giou": 0.5971225793937636, "train_loss_giou_0": 0.7233515015743944, "train_loss_giou_1": 0.6193853266931235, "train_loss_giou_2": 0.6001542471717082, "train_loss_giou_3": 0.597495368529798, "train_loss_giou_4": 0.598232245213057, "train_loss_mask": 0.025120586281936846, "train_cardinality_error_unscaled": 292.6154893142162, "train_cardinality_error_0_unscaled": 292.45904910050047, "train_cardinality_error_1_unscaled": 292.5792303530367, "train_cardinality_error_2_unscaled": 292.60500642499665, "train_cardinality_error_3_unscaled": 292.6572517922359, "train_cardinality_error_4_unscaled": 292.6398704855945, "train_class_error_unscaled": 12.636619218998892, "train_loss_bbox_unscaled": 0.05485287815585368, "train_loss_bbox_0_unscaled": 0.06860308599064092, "train_loss_bbox_1_unscaled": 0.05688601459672426, "train_loss_bbox_2_unscaled": 0.054863642737668486, "train_loss_bbox_3_unscaled": 0.054735645184203444, "train_loss_bbox_4_unscaled": 0.05494421854162714, "train_loss_ce_unscaled": 0.25788138167478875, "train_loss_ce_0_unscaled": 0.2882980732243454, "train_loss_ce_1_unscaled": 0.27826235424709567, "train_loss_ce_2_unscaled": 0.26983916121157714, "train_loss_ce_3_unscaled": 0.26136122666522066, "train_loss_ce_4_unscaled": 0.25766042414455537, "train_loss_dice_unscaled": 0.8493413790691597, "train_loss_giou_unscaled": 0.2985612896968818, "train_loss_giou_0_unscaled": 0.3616757507871972, "train_loss_giou_1_unscaled": 0.30969266334656176, "train_loss_giou_2_unscaled": 0.3000771235858541, "train_loss_giou_3_unscaled": 0.298747684264899, "train_loss_giou_4_unscaled": 0.2991161226065285, "train_loss_mask_unscaled": 0.025120586281936846, "test_class_error": 12.28158773477085, "test_loss": 9.326004454883904, "test_loss_bbox": 0.25585806012724915, "test_loss_bbox_0": 0.327702518421621, "test_loss_bbox_1": 0.2654734147242464, "test_loss_bbox_2": 0.2556522228656866, "test_loss_bbox_3": 0.2551963771589267, "test_loss_bbox_4": 0.2563129726309365, "test_loss_ce": 0.4984418324197824, "test_loss_ce_0": 0.5610901134463545, "test_loss_ce_1": 0.5457335274440412, "test_loss_ce_2": 0.5250222764837856, "test_loss_ce_3": 0.5064897181127018, "test_loss_ce_4": 0.49846461224860655, "test_loss_dice": 0.8597871832573376, "test_loss_giou": 0.5866978538874239, "test_loss_giou_0": 0.7264622957371294, "test_loss_giou_1": 0.6100015277489306, "test_loss_giou_2": 0.5905201597906911, "test_loss_giou_3": 0.5875728990132816, "test_loss_giou_4": 0.5878036259271847, "test_loss_mask": 0.025721275444014577, "test_cardinality_error_unscaled": 291.93949680511184, "test_cardinality_error_0_unscaled": 291.79452875399363, "test_cardinality_error_1_unscaled": 290.310303514377, "test_cardinality_error_2_unscaled": 291.60003993610223, "test_cardinality_error_3_unscaled": 291.85583067092654, "test_cardinality_error_4_unscaled": 292.00039936102235, "test_class_error_unscaled": 12.28158773477085, "test_loss_bbox_unscaled": 0.051171612101621904, "test_loss_bbox_0_unscaled": 0.06554050367480269, "test_loss_bbox_1_unscaled": 0.05309468301864097, "test_loss_bbox_2_unscaled": 0.05113044464454864, "test_loss_bbox_3_unscaled": 0.051039275472251754, "test_loss_bbox_4_unscaled": 0.051262594473819, "test_loss_ce_unscaled": 0.2492209162098912, "test_loss_ce_0_unscaled": 0.28054505672317726, "test_loss_ce_1_unscaled": 0.2728667637220206, "test_loss_ce_2_unscaled": 0.2625111382418928, "test_loss_ce_3_unscaled": 0.2532448590563509, "test_loss_ce_4_unscaled": 0.24923230612430328, "test_loss_dice_unscaled": 0.8597871832573376, "test_loss_giou_unscaled": 0.29334892694371195, "test_loss_giou_0_unscaled": 0.3632311478685647, "test_loss_giou_1_unscaled": 0.3050007638744653, "test_loss_giou_2_unscaled": 0.29526007989534553, "test_loss_giou_3_unscaled": 0.2937864495066408, "test_loss_giou_4_unscaled": 0.29390181296359236, "test_loss_mask_unscaled": 0.025721275444014577, "test_coco_eval_bbox": [0.3439211570052634, 0.5210952593038943, 0.3656132964240156, 0.19764562482246953, 0.36831620333027143, 0.46812909396369445, 0.3048343621427784, 0.5070623293448979, 0.5518940677685618, 0.31323819760835475, 0.5930013684126814, 0.7628004361357279], "test_coco_eval_masks": [0.023141477771464178, 0.0464742097370546, 0.021402852986656597, 0.0006725325334694678, 0.012690156434968212, 0.046879008385783495, 0.04468688007624653, 0.044750069533711426, 0.04479056745420513, 0.0006865964347968689, 0.020844486933773013, 0.10169957167591287], "epoch": 5, "n_parameters": 66735317}
{"train_lr": 0.00019999999999998242, "train_class_error": 12.054957291535882, "train_grad_norm": 46.661082123671655, "train_loss": 9.108686324402974, "train_loss_bbox": 0.26764554428494736, "train_loss_bbox_0": 0.33443162692152695, "train_loss_bbox_1": 0.27735805681387754, "train_loss_bbox_2": 0.2678375275503004, "train_loss_bbox_3": 0.26726727083629737, "train_loss_bbox_4": 0.26821534583932344, "train_loss_ce": 0.5040907754468189, "train_loss_ce_0": 0.5666266196710597, "train_loss_ce_1": 0.5450002740623663, "train_loss_ce_2": 0.527455965297625, "train_loss_ce_3": 0.508838565649013, "train_loss_ce_4": 0.5012033365421974, "train_loss_dice": 0.5889068869950725, "train_loss_giou": 0.5845167450632017, "train_loss_giou_0": 0.7087441088139697, "train_loss_giou_1": 0.6061345214903734, "train_loss_giou_2": 0.5873507210705416, "train_loss_giou_3": 0.584746123001183, "train_loss_giou_4": 0.5854000866203496, "train_loss_mask": 0.026916233020881614, "train_cardinality_error_unscaled": 292.61625016907885, "train_cardinality_error_0_unscaled": 292.4451677262275, "train_cardinality_error_1_unscaled": 292.4871246449344, "train_cardinality_error_2_unscaled": 292.62425605302315, "train_cardinality_error_3_unscaled": 292.6700933315298, "train_cardinality_error_4_unscaled": 292.6745485594481, "train_class_error_unscaled": 12.054957291535882, "train_loss_bbox_unscaled": 0.05352910885799726, "train_loss_bbox_0_unscaled": 0.06688632539135991, "train_loss_bbox_1_unscaled": 0.05547161136453914, "train_loss_bbox_2_unscaled": 0.05356750551756811, "train_loss_bbox_3_unscaled": 0.05345345417260076, "train_loss_bbox_4_unscaled": 0.053643069156829405, "train_loss_ce_unscaled": 0.25204538772340945, "train_loss_ce_0_unscaled": 0.2833133098355298, "train_loss_ce_1_unscaled": 0.27250013703118314, "train_loss_ce_2_unscaled": 0.2637279826488125, "train_loss_ce_3_unscaled": 0.2544192828245065, "train_loss_ce_4_unscaled": 0.2506016682710987, "train_loss_dice_unscaled": 0.5889068869950725, "train_loss_giou_unscaled": 0.29225837253160086, "train_loss_giou_0_unscaled": 0.3543720544069848, "train_loss_giou_1_unscaled": 0.3030672607451867, "train_loss_giou_2_unscaled": 0.2936753605352708, "train_loss_giou_3_unscaled": 0.2923730615005915, "train_loss_giou_4_unscaled": 0.2927000433101748, "train_loss_mask_unscaled": 0.026916233020881614, "test_class_error": 12.223959522125439, "test_loss": 8.783292672885493, "test_loss_bbox": 0.2453392729782068, "test_loss_bbox_0": 0.31904831919045495, "test_loss_bbox_1": 0.2567185086849779, "test_loss_bbox_2": 0.24510542239053562, "test_loss_bbox_3": 0.24435198307037354, "test_loss_bbox_4": 0.24559804297293336, "test_loss_ce": 0.500225607008218, "test_loss_ce_0": 0.5714909989422503, "test_loss_ce_1": 0.5464812749490952, "test_loss_ce_2": 0.5256021124676774, "test_loss_ce_3": 0.5064138483506041, "test_loss_ce_4": 0.499430048770417, "test_loss_dice": 0.42542139457437556, "test_loss_giou": 0.5772993832160109, "test_loss_giou_0": 0.7165769603305732, "test_loss_giou_1": 0.6004850890118474, "test_loss_giou_2": 0.5790744157264027, "test_loss_giou_3": 0.5769694665559946, "test_loss_giou_4": 0.5771406912765564, "test_loss_mask": 0.024519865844434444, "test_cardinality_error_unscaled": 292.41833067092654, "test_cardinality_error_0_unscaled": 292.48841853035145, "test_cardinality_error_1_unscaled": 292.39337060702877, "test_cardinality_error_2_unscaled": 292.4716453674121, "test_cardinality_error_3_unscaled": 292.435303514377, "test_cardinality_error_4_unscaled": 292.41593450479235, "test_class_error_unscaled": 12.223959522125439, "test_loss_bbox_unscaled": 0.049067854548033814, "test_loss_bbox_0_unscaled": 0.06380966391426306, "test_loss_bbox_1_unscaled": 0.0513437016727254, "test_loss_bbox_2_unscaled": 0.04902108446263467, "test_loss_bbox_3_unscaled": 0.04887039661288452, "test_loss_bbox_4_unscaled": 0.049119608661237234, "test_loss_ce_unscaled": 0.250112803504109, "test_loss_ce_0_unscaled": 0.28574549947112515, "test_loss_ce_1_unscaled": 0.2732406374745476, "test_loss_ce_2_unscaled": 0.2628010562338387, "test_loss_ce_3_unscaled": 0.25320692417530205, "test_loss_ce_4_unscaled": 0.2497150243852085, "test_loss_dice_unscaled": 0.42542139457437556, "test_loss_giou_unscaled": 0.28864969160800547, "test_loss_giou_0_unscaled": 0.3582884801652866, "test_loss_giou_1_unscaled": 0.3002425445059237, "test_loss_giou_2_unscaled": 0.28953720786320136, "test_loss_giou_3_unscaled": 0.2884847332779973, "test_loss_giou_4_unscaled": 0.2885703456382782, "test_loss_mask_unscaled": 0.024519865844434444, "test_coco_eval_bbox": [0.3520456054117038, 0.5297610003756794, 0.3734095276288988, 0.18693304615244852, 0.3821249610982672, 0.48593173709299564, 0.30500463625185553, 0.4988433283266744, 0.5440896944822898, 0.30542968059089487, 0.5892726749751228, 0.7497818962175186], "test_coco_eval_masks": [0.16248073330736473, 0.3489383929160501, 0.13227815672120874, 0.03981504309750031, 0.18916209238694917, 0.2838202619356313, 0.17321379476534268, 0.25534138216641133, 0.2715741912192906, 0.07311772063453181, 0.3243230719795832, 0.4494801956852265], "epoch": 6, "n_parameters": 66735317}
{"train_lr": 0.00019999999999998242, "train_class_error": 11.60405070453088, "train_grad_norm": 49.30872431501845, "train_loss": 8.76667814791388, "train_loss_bbox": 0.2614874477603673, "train_loss_bbox_0": 0.3273444479104874, "train_loss_bbox_1": 0.2708850346639678, "train_loss_bbox_2": 0.26176304256385546, "train_loss_bbox_3": 0.26099635884982075, "train_loss_bbox_4": 0.26195952093489966, "train_loss_ce": 0.4912849931147398, "train_loss_ce_0": 0.5576695233006995, "train_loss_ce_1": 0.5348912740002042, "train_loss_ce_2": 0.5159989705907142, "train_loss_ce_3": 0.49643150065887864, "train_loss_ce_4": 0.4885182580621514, "train_loss_dice": 0.41381124912257383, "train_loss_giou": 0.576112168459742, "train_loss_giou_0": 0.6981540999053926, "train_loss_giou_1": 0.5965638794604551, "train_loss_giou_2": 0.5786871109709565, "train_loss_giou_3": 0.5761270239318351, "train_loss_giou_4": 0.5767601563565128, "train_loss_mask": 0.021232098620082594, "train_cardinality_error_unscaled": 292.68102427972406, "train_cardinality_error_0_unscaled": 292.67111625862304, "train_cardinality_error_1_unscaled": 292.7775260381442, "train_cardinality_error_2_unscaled": 292.72829872852697, "train_cardinality_error_3_unscaled": 292.73027695117, "train_cardinality_error_4_unscaled": 292.70835587718113, "train_class_error_unscaled": 11.60405070453088, "train_loss_bbox_unscaled": 0.05229748952335149, "train_loss_bbox_0_unscaled": 0.0654688895919738, "train_loss_bbox_1_unscaled": 0.054177006952495825, "train_loss_bbox_2_unscaled": 0.05235260851675186, "train_loss_bbox_3_unscaled": 0.052199271791379655, "train_loss_bbox_4_unscaled": 0.052391904189449015, "train_loss_ce_unscaled": 0.2456424965573699, "train_loss_ce_0_unscaled": 0.27883476165034976, "train_loss_ce_1_unscaled": 0.2674456370001021, "train_loss_ce_2_unscaled": 0.2579994852953571, "train_loss_ce_3_unscaled": 0.24821575032943932, "train_loss_ce_4_unscaled": 0.2442591290310757, "train_loss_dice_unscaled": 0.41381124912257383, "train_loss_giou_unscaled": 0.288056084229871, "train_loss_giou_0_unscaled": 0.3490770499526963, "train_loss_giou_1_unscaled": 0.29828193973022754, "train_loss_giou_2_unscaled": 0.28934355548547824, "train_loss_giou_3_unscaled": 0.28806351196591756, "train_loss_giou_4_unscaled": 0.2883800781782564, "train_loss_mask_unscaled": 0.021232098620082594, "test_class_error": 11.881030954111118, "test_loss": 8.576289192175333, "test_loss_bbox": 0.2465709571164256, "test_loss_bbox_0": 0.3031691534164995, "test_loss_bbox_1": 0.25321333595929435, "test_loss_bbox_2": 0.24535360265844547, "test_loss_bbox_3": 0.24564455559078496, "test_loss_bbox_4": 0.24707220104365304, "test_loss_ce": 0.48540673573938803, "test_loss_ce_0": 0.5536236728723056, "test_loss_ce_1": 0.5307875849758855, "test_loss_ce_2": 0.5106550716934875, "test_loss_ce_3": 0.49164427812107075, "test_loss_ce_4": 0.4845689095247287, "test_loss_dice": 0.3664942570387746, "test_loss_giou": 0.5733145212593932, "test_loss_giou_0": 0.6995671794246942, "test_loss_giou_1": 0.5947452477944164, "test_loss_giou_2": 0.5765233285510882, "test_loss_giou_3": 0.5741084006647713, "test_loss_giou_4": 0.5746424251471084, "test_loss_mask": 0.01918371643026035, "test_cardinality_error_unscaled": 292.41912939297123, "test_cardinality_error_0_unscaled": 292.52755591054313, "test_cardinality_error_1_unscaled": 292.4564696485623, "test_cardinality_error_2_unscaled": 292.46964856230034, "test_cardinality_error_3_unscaled": 292.50499201277955, "test_cardinality_error_4_unscaled": 292.4800319488818, "test_class_error_unscaled": 11.881030954111118, "test_loss_bbox_unscaled": 0.04931419147565342, "test_loss_bbox_0_unscaled": 0.060633830666637266, "test_loss_bbox_1_unscaled": 0.05064266717757661, "test_loss_bbox_2_unscaled": 0.049070720486461925, "test_loss_bbox_3_unscaled": 0.049128911127678504, "test_loss_bbox_4_unscaled": 0.04941444012065665, "test_loss_ce_unscaled": 0.24270336786969401, "test_loss_ce_0_unscaled": 0.2768118364361528, "test_loss_ce_1_unscaled": 0.26539379248794276, "test_loss_ce_2_unscaled": 0.2553275358467437, "test_loss_ce_3_unscaled": 0.24582213906053538, "test_loss_ce_4_unscaled": 0.24228445476236435, "test_loss_dice_unscaled": 0.3664942570387746, "test_loss_giou_unscaled": 0.2866572606296966, "test_loss_giou_0_unscaled": 0.3497835897123471, "test_loss_giou_1_unscaled": 0.2973726238972082, "test_loss_giou_2_unscaled": 0.2882616642755441, "test_loss_giou_3_unscaled": 0.28705420033238566, "test_loss_giou_4_unscaled": 0.2873212125735542, "test_loss_mask_unscaled": 0.01918371643026035, "test_coco_eval_bbox": [0.36583783832359773, 0.545455152236424, 0.3892326584100714, 0.19474230816981458, 0.3990964167341948, 0.5053472598603819, 0.31767204644200175, 0.5173970595186461, 0.5607501225328774, 0.334568001845752, 0.6070875960698048, 0.7658234967198289], "test_coco_eval_masks": [0.19959950769634716, 0.40808355250312917, 0.17666364990392097, 0.051132429565889155, 0.2293101281697673, 0.34521818664801124, 0.19826615530001532, 0.29937571499215576, 0.3194211884767565, 0.10749420196374239, 0.37295890244961877, 0.5006551760460786], "epoch": 7, "n_parameters": 66735317}
{"train_lr": 0.00019999999999998242, "train_class_error": 11.159226805112786, "train_grad_norm": 52.40353201013867, "train_loss": 8.607964038977874, "train_loss_bbox": 0.2577166358676893, "train_loss_bbox_0": 0.322163014265676, "train_loss_bbox_1": 0.2670866523094724, "train_loss_bbox_2": 0.25799687421404105, "train_loss_bbox_3": 0.2574583723502183, "train_loss_bbox_4": 0.25830830111404274, "train_loss_ce": 0.48189043863674597, "train_loss_ce_0": 0.5489515169304084, "train_loss_ce_1": 0.5272023436924158, "train_loss_ce_2": 0.508155700335818, "train_loss_ce_3": 0.4871237321762953, "train_loss_ce_4": 0.479134905427779, "train_loss_dice": 0.3775957344301689, "train_loss_giou": 0.5689064586104519, "train_loss_giou_0": 0.6896967029806953, "train_loss_giou_1": 0.5893850476819511, "train_loss_giou_2": 0.5714553176437617, "train_loss_giou_3": 0.5689762757669584, "train_loss_giou_4": 0.5695453043616416, "train_loss_mask": 0.019214714200829364, "train_cardinality_error_unscaled": 292.4986642770188, "train_cardinality_error_0_unscaled": 292.58483531719196, "train_cardinality_error_1_unscaled": 292.7228205735155, "train_cardinality_error_2_unscaled": 292.5538093466793, "train_cardinality_error_3_unscaled": 292.664437643717, "train_cardinality_error_4_unscaled": 292.6841184228324, "train_class_error_unscaled": 11.159226805112786, "train_loss_bbox_unscaled": 0.051543327152475074, "train_loss_bbox_0_unscaled": 0.06443260285242974, "train_loss_bbox_1_unscaled": 0.05341733045937501, "train_loss_bbox_2_unscaled": 0.05159937483988562, "train_loss_bbox_3_unscaled": 0.051491674459814604, "train_loss_bbox_4_unscaled": 0.0516616602182735, "train_loss_ce_unscaled": 0.24094521931837298, "train_loss_ce_0_unscaled": 0.2744757584652042, "train_loss_ce_1_unscaled": 0.2636011718462079, "train_loss_ce_2_unscaled": 0.254077850167909, "train_loss_ce_3_unscaled": 0.24356186608814764, "train_loss_ce_4_unscaled": 0.2395674527138895, "train_loss_dice_unscaled": 0.3775957344301689, "train_loss_giou_unscaled": 0.28445322930522593, "train_loss_giou_0_unscaled": 0.34484835149034765, "train_loss_giou_1_unscaled": 0.29469252384097555, "train_loss_giou_2_unscaled": 0.28572765882188084, "train_loss_giou_3_unscaled": 0.2844881378834792, "train_loss_giou_4_unscaled": 0.2847726521808208, "train_loss_mask_unscaled": 0.019214714200829364, "test_class_error": 11.099939174164598, "test_loss": 8.445228802129483, "test_loss_bbox": 0.2424342227153504, "test_loss_bbox_0": 0.29993736286894584, "test_loss_bbox_1": 0.24884111274735995, "test_loss_bbox_2": 0.2403967281976066, "test_loss_bbox_3": 0.24009698272322694, "test_loss_bbox_4": 0.24238968604860214, "test_loss_ce": 0.47204108874257, "test_loss_ce_0": 0.54824982540676, "test_loss_ce_1": 0.5250235321803596, "test_loss_ce_2": 0.5010870160005344, "test_loss_ce_3": 0.4813411788056834, "test_loss_ce_4": 0.4702954279919402, "test_loss_dice": 0.34457354580822847, "test_loss_giou": 0.5718648500335864, "test_loss_giou_0": 0.6962744131827125, "test_loss_giou_1": 0.5900187814197602, "test_loss_giou_2": 0.5718715264203068, "test_loss_giou_3": 0.569400439532801, "test_loss_giou_4": 0.5717686080513671, "test_loss_mask": 0.017322453850219712, "test_cardinality_error_unscaled": 292.3154952076677, "test_cardinality_error_0_unscaled": 292.1873003194888, "test_cardinality_error_1_unscaled": 292.4297124600639, "test_cardinality_error_2_unscaled": 292.44488817891374, "test_cardinality_error_3_unscaled": 292.47923322683704, "test_cardinality_error_4_unscaled": 292.40015974440894, "test_class_error_unscaled": 11.099939174164598, "test_loss_bbox_unscaled": 0.048486844568064034, "test_loss_bbox_0_unscaled": 0.05998747263805935, "test_loss_bbox_1_unscaled": 0.04976822243045313, "test_loss_bbox_2_unscaled": 0.048079345577631515, "test_loss_bbox_3_unscaled": 0.04801939661129595, "test_loss_bbox_4_unscaled": 0.04847793723233401, "test_loss_ce_unscaled": 0.236020544371285, "test_loss_ce_0_unscaled": 0.27412491270338, "test_loss_ce_1_unscaled": 0.2625117660901798, "test_loss_ce_2_unscaled": 0.2505435080002672, "test_loss_ce_3_unscaled": 0.2406705894028417, "test_loss_ce_4_unscaled": 0.2351477139959701, "test_loss_dice_unscaled": 0.34457354580822847, "test_loss_giou_unscaled": 0.2859324250167932, "test_loss_giou_0_unscaled": 0.3481372065913563, "test_loss_giou_1_unscaled": 0.2950093907098801, "test_loss_giou_2_unscaled": 0.2859357632101534, "test_loss_giou_3_unscaled": 0.2847002197664005, "test_loss_giou_4_unscaled": 0.28588430402568354, "test_loss_mask_unscaled": 0.017322453850219712, "test_coco_eval_bbox": [0.37270821952031385, 0.558845844709515, 0.39780030072346895, 0.19931636336972358, 0.40473925609761746, 0.5150670376055978, 0.3178201285713272, 0.5200462915078079, 0.5626643229895776, 0.32571421758578045, 0.6109425758958592, 0.7580337048465435], "test_coco_eval_masks": [0.2131028643623026, 0.437494260219259, 0.18346280603739273, 0.06405203296733628, 0.252250472062612, 0.3660236224673833, 0.20791294093332235, 0.32074158174263595, 0.3419436494868723, 0.12977128137534766, 0.400946953363834, 0.5190518417491145], "epoch": 8, "n_parameters": 66735317}
{"train_lr": 0.00019999999999998242, "train_class_error": 10.66081240185862, "train_grad_norm": 55.87164206152015, "train_loss": 8.465553653009621, "train_loss_bbox": 0.2542895621655517, "train_loss_bbox_0": 0.31753570964262867, "train_loss_bbox_1": 0.2634911395092383, "train_loss_bbox_2": 0.2547381817226269, "train_loss_bbox_3": 0.2540858140938114, "train_loss_bbox_4": 0.2547393068620837, "train_loss_ce": 0.4702898111432714, "train_loss_ce_0": 0.5411154916954672, "train_loss_ce_1": 0.5175531828909786, "train_loss_ce_2": 0.4973358346889294, "train_loss_ce_3": 0.4759938119955126, "train_loss_ce_4": 0.4680884118801232, "train_loss_dice": 0.3587959814576356, "train_loss_giou": 0.5630278001896796, "train_loss_giou_0": 0.6816010602785031, "train_loss_giou_1": 0.5829248610814918, "train_loss_giou_2": 0.5654567453521975, "train_loss_giou_3": 0.5628280528187026, "train_loss_giou_4": 0.5634664176451439, "train_loss_mask": 0.018196487934456478, "train_cardinality_error_unscaled": 292.67765961044233, "train_cardinality_error_0_unscaled": 292.6271388475585, "train_cardinality_error_1_unscaled": 292.7131239009874, "train_cardinality_error_2_unscaled": 292.7025395644529, "train_cardinality_error_3_unscaled": 292.75578249695656, "train_cardinality_error_4_unscaled": 292.82807216285676, "train_class_error_unscaled": 10.66081240185862, "train_loss_bbox_unscaled": 0.05085791244923496, "train_loss_bbox_0_unscaled": 0.06350714194626281, "train_loss_bbox_1_unscaled": 0.05269822790658427, "train_loss_bbox_2_unscaled": 0.05094763636059961, "train_loss_bbox_3_unscaled": 0.05081716283448378, "train_loss_bbox_4_unscaled": 0.05094786134812904, "train_loss_ce_unscaled": 0.2351449055716357, "train_loss_ce_0_unscaled": 0.2705577458477336, "train_loss_ce_1_unscaled": 0.2587765914454893, "train_loss_ce_2_unscaled": 0.2486679173444647, "train_loss_ce_3_unscaled": 0.2379969059977563, "train_loss_ce_4_unscaled": 0.2340442059400616, "train_loss_dice_unscaled": 0.3587959814576356, "train_loss_giou_unscaled": 0.2815139000948398, "train_loss_giou_0_unscaled": 0.34080053013925155, "train_loss_giou_1_unscaled": 0.2914624305407459, "train_loss_giou_2_unscaled": 0.28272837267609874, "train_loss_giou_3_unscaled": 0.2814140264093513, "train_loss_giou_4_unscaled": 0.28173320882257197, "train_loss_mask_unscaled": 0.018196487934456478, "test_class_error": 11.30191691310261, "test_loss": 8.452724464404316, "test_loss_bbox": 0.2458405669409627, "test_loss_bbox_0": 0.3087311701747937, "test_loss_bbox_1": 0.25317350087074425, "test_loss_bbox_2": 0.2454959476908175, "test_loss_bbox_3": 0.24542015686202734, "test_loss_bbox_4": 0.24607585932309636, "test_loss_ce": 0.47417164962893477, "test_loss_ce_0": 0.5505777575527898, "test_loss_ce_1": 0.5310915223897075, "test_loss_ce_2": 0.500959399885263, "test_loss_ce_3": 0.4815140962600708, "test_loss_ce_4": 0.4738833928070129, "test_loss_dice": 0.3403136344096912, "test_loss_giou": 0.5655722902796139, "test_loss_giou_0": 0.6909494512378217, "test_loss_giou_1": 0.5836034179114686, "test_loss_giou_2": 0.5674242352525266, "test_loss_giou_3": 0.565153818160962, "test_loss_giou_4": 0.5659233059365147, "test_loss_mask": 0.01684932821480849, "test_cardinality_error_unscaled": 290.93670127795525, "test_cardinality_error_0_unscaled": 291.6952875399361, "test_cardinality_error_1_unscaled": 291.97364217252397, "test_cardinality_error_2_unscaled": 291.7563897763578, "test_cardinality_error_3_unscaled": 291.5105830670926, "test_cardinality_error_4_unscaled": 291.9009584664537, "test_class_error_unscaled": 11.30191691310261, "test_loss_bbox_unscaled": 0.04916811330964009, "test_loss_bbox_0_unscaled": 0.061746234115891564, "test_loss_bbox_1_unscaled": 0.050634700221756396, "test_loss_bbox_2_unscaled": 0.04909918954768501, "test_loss_bbox_3_unscaled": 0.04908403134146057, "test_loss_bbox_4_unscaled": 0.049215171807490216, "test_loss_ce_unscaled": 0.23708582481446738, "test_loss_ce_0_unscaled": 0.2752888787763949, "test_loss_ce_1_unscaled": 0.26554576119485374, "test_loss_ce_2_unscaled": 0.2504796999426315, "test_loss_ce_3_unscaled": 0.2407570481300354, "test_loss_ce_4_unscaled": 0.23694169640350646, "test_loss_dice_unscaled": 0.3403136344096912, "test_loss_giou_unscaled": 0.28278614513980693, "test_loss_giou_0_unscaled": 0.34547472561891085, "test_loss_giou_1_unscaled": 0.2918017089557343, "test_loss_giou_2_unscaled": 0.2837121176262633, "test_loss_giou_3_unscaled": 0.282576909080481, "test_loss_giou_4_unscaled": 0.28296165296825737, "test_loss_mask_unscaled": 0.01684932821480849, "test_coco_eval_bbox": [0.3712928894711293, 0.552871010645071, 0.39533512152260636, 0.2100752527091632, 0.4038327987396873, 0.5043484483892198, 0.31836559322493424, 0.5242739880301516, 0.5693613605311537, 0.3340878563178969, 0.617308162275311, 0.7887692035189307], "test_coco_eval_masks": [0.22140574373591312, 0.4391877030555584, 0.20074732218429256, 0.0662767920533142, 0.25180638620141976, 0.38730881242238263, 0.21611868735465842, 0.3311780933262589, 0.3549150515688341, 0.13274056519966593, 0.40367143282176543, 0.5579525419384771], "epoch": 9, "n_parameters": 66735317}
{"train_lr": 0.00019999999999998242, "train_class_error": 10.35936480853291, "train_grad_norm": 55.95365386316874, "train_loss": 8.351116360693133, "train_loss_bbox": 0.25072943988517804, "train_loss_bbox_0": 0.31313298500134046, "train_loss_bbox_1": 0.2593918177012612, "train_loss_bbox_2": 0.2511329507087639, "train_loss_bbox_3": 0.25044691776706873, "train_loss_bbox_4": 0.2511783457025694, "train_loss_ce": 0.4625809666922753, "train_loss_ce_0": 0.5349012682471114, "train_loss_ce_1": 0.5114186709963645, "train_loss_ce_2": 0.48998164065584315, "train_loss_ce_3": 0.4684588613423704, "train_loss_ce_4": 0.4605981275675085, "train_loss_dice": 0.34755607001129707, "train_loss_giou": 0.5569159785570544, "train_loss_giou_0": 0.6749515400298245, "train_loss_giou_1": 0.5761474686555477, "train_loss_giou_2": 0.5595224124442317, "train_loss_giou_3": 0.5569306392296716, "train_loss_giou_4": 0.5574601921631457, "train_loss_mask": 0.017680059383633002, "train_cardinality_error_unscaled": 292.53952218314623, "train_cardinality_error_0_unscaled": 292.6062914243203, "train_cardinality_error_1_unscaled": 292.6321604896524, "train_cardinality_error_2_unscaled": 292.5250574868119, "train_cardinality_error_3_unscaled": 292.5513746111186, "train_cardinality_error_4_unscaled": 292.69402644393347, "train_class_error_unscaled": 10.35936480853291, "train_loss_bbox_unscaled": 0.05014588802157986, "train_loss_bbox_0_unscaled": 0.06262659701588881, "train_loss_bbox_1_unscaled": 0.05187836352795721, "train_loss_bbox_2_unscaled": 0.05022659014956314, "train_loss_bbox_3_unscaled": 0.050089383557293726, "train_loss_bbox_4_unscaled": 0.050235669130738334, "train_loss_ce_unscaled": 0.23129048334613764, "train_loss_ce_0_unscaled": 0.2674506341235557, "train_loss_ce_1_unscaled": 0.25570933549818226, "train_loss_ce_2_unscaled": 0.24499082032792158, "train_loss_ce_3_unscaled": 0.2342294306711852, "train_loss_ce_4_unscaled": 0.23029906378375425, "train_loss_dice_unscaled": 0.34755607001129707, "train_loss_giou_unscaled": 0.2784579892785272, "train_loss_giou_0_unscaled": 0.33747577001491225, "train_loss_giou_1_unscaled": 0.28807373432777383, "train_loss_giou_2_unscaled": 0.27976120622211587, "train_loss_giou_3_unscaled": 0.2784653196148358, "train_loss_giou_4_unscaled": 0.27873009608157284, "train_loss_mask_unscaled": 0.017680059383633002, "test_class_error": 10.970847522869658, "test_loss": 8.237935521732123, "test_loss_bbox": 0.2316300176774351, "test_loss_bbox_0": 0.2906160126098048, "test_loss_bbox_1": 0.2382323173002694, "test_loss_bbox_2": 0.23184034851983712, "test_loss_bbox_3": 0.2313502080048235, "test_loss_bbox_4": 0.23244335157231402, "test_loss_ce": 0.4687745255974535, "test_loss_ce_0": 0.5492928364215949, "test_loss_ce_1": 0.52376653373051, "test_loss_ce_2": 0.4960620436615076, "test_loss_ce_3": 0.4731570947855806, "test_loss_ce_4": 0.46609150601652105, "test_loss_dice": 0.31940585960404944, "test_loss_giou": 0.5562290948229476, "test_loss_giou_0": 0.6710497496036676, "test_loss_giou_1": 0.5725955392796391, "test_loss_giou_2": 0.5567540077927013, "test_loss_giou_3": 0.5551449960222641, "test_loss_giou_4": 0.5562844655384271, "test_loss_mask": 0.017215008917339028, "test_cardinality_error_unscaled": 290.70007987220447, "test_cardinality_error_0_unscaled": 290.94009584664536, "test_cardinality_error_1_unscaled": 291.17132587859425, "test_cardinality_error_2_unscaled": 290.29392971246006, "test_cardinality_error_3_unscaled": 290.6952875399361, "test_cardinality_error_4_unscaled": 291.2633785942492, "test_class_error_unscaled": 10.970847522869658, "test_loss_bbox_unscaled": 0.046326003558100605, "test_loss_bbox_0_unscaled": 0.05812320250053756, "test_loss_bbox_1_unscaled": 0.047646463548127835, "test_loss_bbox_2_unscaled": 0.04636806974443384, "test_loss_bbox_3_unscaled": 0.046270041545025835, "test_loss_bbox_4_unscaled": 0.04648867032279412, "test_loss_ce_unscaled": 0.23438726279872674, "test_loss_ce_0_unscaled": 0.27464641821079744, "test_loss_ce_1_unscaled": 0.261883266865255, "test_loss_ce_2_unscaled": 0.2480310218307538, "test_loss_ce_3_unscaled": 0.2365785473927903, "test_loss_ce_4_unscaled": 0.23304575300826053, "test_loss_dice_unscaled": 0.31940585960404944, "test_loss_giou_unscaled": 0.2781145474114738, "test_loss_giou_0_unscaled": 0.3355248748018338, "test_loss_giou_1_unscaled": 0.28629776963981957, "test_loss_giou_2_unscaled": 0.27837700389635067, "test_loss_giou_3_unscaled": 0.27757249801113204, "test_loss_giou_4_unscaled": 0.27814223276921357, "test_loss_mask_unscaled": 0.017215008917339028, "test_coco_eval_bbox": [0.37655881252299583, 0.5587011742854091, 0.4006778959014071, 0.21095017256357002, 0.41281799869140307, 0.5198418263399507, 0.3225690974848889, 0.5348562419032143, 0.5791091907634811, 0.34962538916145797, 0.6226284176267327, 0.786343958389947], "test_coco_eval_masks": [0.23232324411676508, 0.45686391101332885, 0.2119236565213837, 0.07928260474813223, 0.271137967326543, 0.3946441954728364, 0.22364989936306912, 0.34760751540842544, 0.3713479965244876, 0.14975403905034942, 0.42678954242587336, 0.564582582750269], "epoch": 10, "n_parameters": 66735317}
{"train_lr": 0.00019999999999998242, "train_class_error": 10.020575632249875, "train_grad_norm": 57.99552219865062, "train_loss": 8.252769688929142, "train_loss_bbox": 0.24790532510472169, "train_loss_bbox_0": 0.30884959871708, "train_loss_bbox_1": 0.2564013631671494, "train_loss_bbox_2": 0.24822104222700656, "train_loss_bbox_3": 0.2476674595112796, "train_loss_bbox_4": 0.2483003499054641, "train_loss_ce": 0.45599501385799074, "train_loss_ce_0": 0.5303044571825573, "train_loss_ce_1": 0.5062801507003701, "train_loss_ce_2": 0.4850354310577106, "train_loss_ce_3": 0.46219393850807955, "train_loss_ce_4": 0.45401161102469456, "train_loss_dice": 0.33865793607650324, "train_loss_giou": 0.5511764191221066, "train_loss_giou_0": 0.6677432987124965, "train_loss_giou_1": 0.5699075064856807, "train_loss_giou_2": 0.553619968486819, "train_loss_giou_3": 0.5512799331231802, "train_loss_giou_4": 0.5518925605563757, "train_loss_mask": 0.017326329302142996, "train_cardinality_error_unscaled": 292.5813353848235, "train_cardinality_error_0_unscaled": 292.6679544839713, "train_cardinality_error_1_unscaled": 292.592029622616, "train_cardinality_error_2_unscaled": 292.46036791559584, "train_cardinality_error_3_unscaled": 292.668613891519, "train_cardinality_error_4_unscaled": 292.6790798728527, "train_class_error_unscaled": 10.020575632249875, "train_loss_bbox_unscaled": 0.049581065016862796, "train_loss_bbox_0_unscaled": 0.06176991975893594, "train_loss_bbox_1_unscaled": 0.05128027263554623, "train_loss_bbox_2_unscaled": 0.049644208435474596, "train_loss_bbox_3_unscaled": 0.04953349189172453, "train_loss_bbox_4_unscaled": 0.04966006998814734, "train_loss_ce_unscaled": 0.22799750692899537, "train_loss_ce_0_unscaled": 0.2651522285912786, "train_loss_ce_1_unscaled": 0.25314007535018507, "train_loss_ce_2_unscaled": 0.2425177155288553, "train_loss_ce_3_unscaled": 0.23109696925403977, "train_loss_ce_4_unscaled": 0.22700580551234728, "train_loss_dice_unscaled": 0.33865793607650324, "train_loss_giou_unscaled": 0.2755882095610533, "train_loss_giou_0_unscaled": 0.33387164935624825, "train_loss_giou_1_unscaled": 0.28495375324284034, "train_loss_giou_2_unscaled": 0.2768099842434095, "train_loss_giou_3_unscaled": 0.2756399665615901, "train_loss_giou_4_unscaled": 0.27594628027818785, "train_loss_mask_unscaled": 0.017326329302142996, "test_class_error": 11.329593192274197, "test_loss": 8.29991319918404, "test_loss_bbox": 0.2342780569490914, "test_loss_bbox_0": 0.29848280211035816, "test_loss_bbox_1": 0.2433614338072725, "test_loss_bbox_2": 0.23345070972610205, "test_loss_bbox_3": 0.23453778566453404, "test_loss_bbox_4": 0.2346057981585923, "test_loss_ce": 0.4677384532869053, "test_loss_ce_0": 0.5534539316980222, "test_loss_ce_1": 0.5203943581055528, "test_loss_ce_2": 0.5000919861534533, "test_loss_ce_3": 0.4770674821667778, "test_loss_ce_4": 0.4674839459288235, "test_loss_dice": 0.31748812019634554, "test_loss_giou": 0.557407109691693, "test_loss_giou_0": 0.694282870894423, "test_loss_giou_1": 0.5769153230677778, "test_loss_giou_2": 0.5582086886651219, "test_loss_giou_3": 0.5573594864374533, "test_loss_giou_4": 0.5571055000963302, "test_loss_mask": 0.01619936585479889, "test_cardinality_error_unscaled": 292.15115814696486, "test_cardinality_error_0_unscaled": 291.88698083067095, "test_cardinality_error_1_unscaled": 291.79033546325877, "test_cardinality_error_2_unscaled": 292.0129792332268, "test_cardinality_error_3_unscaled": 292.0, "test_cardinality_error_4_unscaled": 292.2076677316294, "test_class_error_unscaled": 11.329593192274197, "test_loss_bbox_unscaled": 0.04685561129222282, "test_loss_bbox_0_unscaled": 0.05969656051728672, "test_loss_bbox_1_unscaled": 0.0486722867816877, "test_loss_bbox_2_unscaled": 0.04669014187737966, "test_loss_bbox_3_unscaled": 0.04690755709720115, "test_loss_bbox_4_unscaled": 0.04692115966147318, "test_loss_ce_unscaled": 0.23386922664345264, "test_loss_ce_0_unscaled": 0.2767269658490111, "test_loss_ce_1_unscaled": 0.2601971790527764, "test_loss_ce_2_unscaled": 0.25004599307672665, "test_loss_ce_3_unscaled": 0.2385337410833889, "test_loss_ce_4_unscaled": 0.23374197296441174, "test_loss_dice_unscaled": 0.31748812019634554, "test_loss_giou_unscaled": 0.2787035548458465, "test_loss_giou_0_unscaled": 0.3471414354472115, "test_loss_giou_1_unscaled": 0.2884576615338889, "test_loss_giou_2_unscaled": 0.2791043443325609, "test_loss_giou_3_unscaled": 0.2786797432187266, "test_loss_giou_4_unscaled": 0.2785527500481651, "test_loss_mask_unscaled": 0.01619936585479889, "test_coco_eval_bbox": [0.3780107894064959, 0.5599644752402155, 0.4032260846994842, 0.20408466341073825, 0.4092363531241322, 0.5240919825223331, 0.3246724761237846, 0.5325456371932596, 0.5742019779991463, 0.34686286377976294, 0.6200736339551208, 0.7828184072379117], "test_coco_eval_masks": [0.2383906210597065, 0.4593655814178321, 0.2215216668109846, 0.07153118147096359, 0.2735110936445722, 0.4215371784050001, 0.22794640934681445, 0.3524780320290132, 0.3746760518484111, 0.1583543267346495, 0.4276553659251171, 0.5794054283445281], "epoch": 11, "n_parameters": 66735317}
{"train_lr": 0.00019999999999998242, "train_class_error": 9.766969577975578, "train_grad_norm": 58.41779206316058, "train_loss": 8.161604624582727, "train_loss_bbox": 0.24491352334076377, "train_loss_bbox_0": 0.3056414196383368, "train_loss_bbox_1": 0.25370214660218005, "train_loss_bbox_2": 0.24552883827386393, "train_loss_bbox_3": 0.24478685670835504, "train_loss_bbox_4": 0.24543183842132463, "train_loss_ce": 0.44909590682858597, "train_loss_ce_0": 0.5228772028710255, "train_loss_ce_1": 0.4988105479941774, "train_loss_ce_2": 0.4779032292231226, "train_loss_ce_3": 0.4553494404633055, "train_loss_ce_4": 0.44722780311573634, "train_loss_dice": 0.33178136432935174, "train_loss_giou": 0.5472208417535844, "train_loss_giou_0": 0.6630888051582289, "train_loss_giou_1": 0.5663117787221377, "train_loss_giou_2": 0.5499239418457603, "train_loss_giou_3": 0.5472383460486739, "train_loss_giou_4": 0.547826470395765, "train_loss_mask": 0.01694432010165677, "train_cardinality_error_unscaled": 292.53762004598946, "train_cardinality_error_0_unscaled": 292.67901224130935, "train_cardinality_error_1_unscaled": 292.6491867306912, "train_cardinality_error_2_unscaled": 292.6482314351413, "train_cardinality_error_3_unscaled": 292.5708694034898, "train_cardinality_error_4_unscaled": 292.68391552820236, "train_class_error_unscaled": 9.766969577975578, "train_loss_bbox_unscaled": 0.04898270465590813, "train_loss_bbox_0_unscaled": 0.06112828392756658, "train_loss_bbox_1_unscaled": 0.05074042934195229, "train_loss_bbox_2_unscaled": 0.0491057676499354, "train_loss_bbox_3_unscaled": 0.04895737131254592, "train_loss_bbox_4_unscaled": 0.049086367705630046, "train_loss_ce_unscaled": 0.22454795341429298, "train_loss_ce_0_unscaled": 0.26143860143551273, "train_loss_ce_1_unscaled": 0.2494052739970887, "train_loss_ce_2_unscaled": 0.2389516146115613, "train_loss_ce_3_unscaled": 0.22767472023165275, "train_loss_ce_4_unscaled": 0.22361390155786817, "train_loss_dice_unscaled": 0.33178136432935174, "train_loss_giou_unscaled": 0.2736104208767922, "train_loss_giou_0_unscaled": 0.33154440257911444, "train_loss_giou_1_unscaled": 0.28315588936106884, "train_loss_giou_2_unscaled": 0.27496197092288016, "train_loss_giou_3_unscaled": 0.27361917302433697, "train_loss_giou_4_unscaled": 0.2739132351978825, "train_loss_mask_unscaled": 0.01694432010165677, "test_class_error": 10.795981327946574, "test_loss": 8.249361742037935, "test_loss_bbox": 0.23710733171278675, "test_loss_bbox_0": 0.31445242221743913, "test_loss_bbox_1": 0.24862764171137217, "test_loss_bbox_2": 0.23744901286336942, "test_loss_bbox_3": 0.23742038830400655, "test_loss_bbox_4": 0.23714799226853794, "test_loss_ce": 0.46130155536313405, "test_loss_ce_0": 0.5294177208464748, "test_loss_ce_1": 0.5059206514312817, "test_loss_ce_2": 0.48786340363490316, "test_loss_ce_3": 0.4655555266732225, "test_loss_ce_4": 0.45940672427701496, "test_loss_dice": 0.31163341768633446, "test_loss_giou": 0.5558626018583585, "test_loss_giou_0": 0.6882708105035483, "test_loss_giou_1": 0.5805069565201719, "test_loss_giou_2": 0.5607178955794142, "test_loss_giou_3": 0.5568840520831343, "test_loss_giou_4": 0.5571443452812231, "test_loss_mask": 0.016671337636586386, "test_cardinality_error_unscaled": 292.40015974440894, "test_cardinality_error_0_unscaled": 292.5229632587859, "test_cardinality_error_1_unscaled": 292.49161341853033, "test_cardinality_error_2_unscaled": 292.4786341853035, "test_cardinality_error_3_unscaled": 292.4576677316294, "test_cardinality_error_4_unscaled": 292.4994009584665, "test_class_error_unscaled": 10.795981327946574, "test_loss_bbox_unscaled": 0.04742146630923207, "test_loss_bbox_0_unscaled": 0.06289048459583198, "test_loss_bbox_1_unscaled": 0.04972552837798009, "test_loss_bbox_2_unscaled": 0.04748980253458785, "test_loss_bbox_3_unscaled": 0.04748407773340282, "test_loss_bbox_4_unscaled": 0.047429598606051726, "test_loss_ce_unscaled": 0.23065077768156703, "test_loss_ce_0_unscaled": 0.2647088604232374, "test_loss_ce_1_unscaled": 0.25296032571564087, "test_loss_ce_2_unscaled": 0.24393170181745158, "test_loss_ce_3_unscaled": 0.23277776333661124, "test_loss_ce_4_unscaled": 0.22970336213850748, "test_loss_dice_unscaled": 0.31163341768633446, "test_loss_giou_unscaled": 0.2779313009291792, "test_loss_giou_0_unscaled": 0.34413540525177416, "test_loss_giou_1_unscaled": 0.29025347826008596, "test_loss_giou_2_unscaled": 0.2803589477897071, "test_loss_giou_3_unscaled": 0.27844202604156715, "test_loss_giou_4_unscaled": 0.27857217264061157, "test_loss_mask_unscaled": 0.016671337636586386, "test_coco_eval_bbox": [0.3874093951292145, 0.5712009004159533, 0.41486771969662267, 0.21629923256092112, 0.4206077490545828, 0.5317489696980864, 0.3266833307228773, 0.5324692308284179, 0.5755585953193125, 0.3317181828183326, 0.6249856856587984, 0.7878997486695973], "test_coco_eval_masks": [0.2566564029406856, 0.4745824771970806, 0.24616094519116266, 0.08313574610036283, 0.2810143743634732, 0.449637132293449, 0.24176436944462892, 0.3674378072387235, 0.3894059622233808, 0.14911436499850972, 0.44118631712783296, 0.6132722147354321], "epoch": 12, "n_parameters": 66735317}
{"train_lr": 0.00019999999999998242, "train_class_error": 9.549462773457087, "train_grad_norm": 64.4775735709852, "train_loss": 8.080973161116644, "train_loss_bbox": 0.24299782575845685, "train_loss_bbox_0": 0.3028616977108036, "train_loss_bbox_1": 0.2516775291463962, "train_loss_bbox_2": 0.24375623473956784, "train_loss_bbox_3": 0.24304187783172002, "train_loss_bbox_4": 0.24339796668433794, "train_loss_ce": 0.4423117662486343, "train_loss_ce_0": 0.5182470575037497, "train_loss_ce_1": 0.4942389684795414, "train_loss_ce_2": 0.47254964399689287, "train_loss_ce_3": 0.4486645482219509, "train_loss_ce_4": 0.4410504292171153, "train_loss_dice": 0.32613492782780595, "train_loss_giou": 0.5428323998682459, "train_loss_giou_0": 0.6571598519302424, "train_loss_giou_1": 0.5616055644144632, "train_loss_giou_2": 0.5454753908187243, "train_loss_giou_3": 0.5429877590624386, "train_loss_giou_4": 0.543323079743631, "train_loss_mask": 0.016658637849466636, "train_cardinality_error_unscaled": 292.6405045313134, "train_cardinality_error_0_unscaled": 292.8432131746246, "train_cardinality_error_1_unscaled": 292.72102833761664, "train_cardinality_error_2_unscaled": 292.7134366968754, "train_cardinality_error_3_unscaled": 292.7057182469904, "train_cardinality_error_4_unscaled": 292.753440754768, "train_class_error_unscaled": 9.549462773457087, "train_loss_bbox_unscaled": 0.048599565161063805, "train_loss_bbox_0_unscaled": 0.060572339532485954, "train_loss_bbox_1_unscaled": 0.05033550583693844, "train_loss_bbox_2_unscaled": 0.048751246947258506, "train_loss_bbox_3_unscaled": 0.04860837556105311, "train_loss_bbox_4_unscaled": 0.04867959330880068, "train_loss_ce_unscaled": 0.22115588312431714, "train_loss_ce_0_unscaled": 0.25912352875187483, "train_loss_ce_1_unscaled": 0.2471194842397707, "train_loss_ce_2_unscaled": 0.23627482199844643, "train_loss_ce_3_unscaled": 0.22433227411097545, "train_loss_ce_4_unscaled": 0.22052521460855765, "train_loss_dice_unscaled": 0.32613492782780595, "train_loss_giou_unscaled": 0.27141619993412297, "train_loss_giou_0_unscaled": 0.3285799259651212, "train_loss_giou_1_unscaled": 0.2808027822072316, "train_loss_giou_2_unscaled": 0.27273769540936216, "train_loss_giou_3_unscaled": 0.2714938795312193, "train_loss_giou_4_unscaled": 0.2716615398718155, "train_loss_mask_unscaled": 0.016658637849466636, "test_class_error": 10.554748186288169, "test_loss": 8.046074544278959, "test_loss_bbox": 0.22634873770105954, "test_loss_bbox_0": 0.28888206255321686, "test_loss_bbox_1": 0.23338837674060187, "test_loss_bbox_2": 0.22676464762931434, "test_loss_bbox_3": 0.22613300035555903, "test_loss_bbox_4": 0.2266036109707226, "test_loss_ce": 0.45408951460172575, "test_loss_ce_0": 0.531913673820587, "test_loss_ce_1": 0.5064340769863738, "test_loss_ce_2": 0.4844586074161834, "test_loss_ce_3": 0.45936577826643143, "test_loss_ce_4": 0.4545658899191469, "test_loss_dice": 0.3039069671314745, "test_loss_giou": 0.5431334922869746, "test_loss_giou_0": 0.6724019688539231, "test_loss_giou_1": 0.5632528143759352, "test_loss_giou_2": 0.545070042720618, "test_loss_giou_3": 0.5417487271868002, "test_loss_giou_4": 0.5427939968939406, "test_loss_mask": 0.014818569871421439, "test_cardinality_error_unscaled": 292.27496006389777, "test_cardinality_error_0_unscaled": 292.3698083067093, "test_cardinality_error_1_unscaled": 292.1964856230032, "test_cardinality_error_2_unscaled": 292.25199680511184, "test_cardinality_error_3_unscaled": 292.21944888178916, "test_cardinality_error_4_unscaled": 292.24860223642173, "test_class_error_unscaled": 10.554748186288169, "test_loss_bbox_unscaled": 0.04526974745808889, "test_loss_bbox_0_unscaled": 0.057776412608238834, "test_loss_bbox_1_unscaled": 0.046677675389776976, "test_loss_bbox_2_unscaled": 0.045352929602034936, "test_loss_bbox_3_unscaled": 0.04522660009848614, "test_loss_bbox_4_unscaled": 0.04532072231911432, "test_loss_ce_unscaled": 0.22704475730086288, "test_loss_ce_0_unscaled": 0.2659568369102935, "test_loss_ce_1_unscaled": 0.2532170384931869, "test_loss_ce_2_unscaled": 0.2422293037080917, "test_loss_ce_3_unscaled": 0.22968288913321572, "test_loss_ce_4_unscaled": 0.22728294495957346, "test_loss_dice_unscaled": 0.3039069671314745, "test_loss_giou_unscaled": 0.2715667461434873, "test_loss_giou_0_unscaled": 0.33620098442696156, "test_loss_giou_1_unscaled": 0.2816264071879676, "test_loss_giou_2_unscaled": 0.272535021360309, "test_loss_giou_3_unscaled": 0.2708743635934001, "test_loss_giou_4_unscaled": 0.2713969984469703, "test_loss_mask_unscaled": 0.014818569871421439, "test_coco_eval_bbox": [0.39106912976163777, 0.5758273658984326, 0.418214950465373, 0.2159189699811613, 0.4280564420930143, 0.5317449093511106, 0.3279292817698098, 0.5445394976073934, 0.5867685564451337, 0.3583355004619551, 0.6379405099149287, 0.7834039796450725], "test_coco_eval_masks": [0.2567466805523297, 0.4843997878111071, 0.2429715538695881, 0.08262439754443357, 0.2942273312890411, 0.4388358601294247, 0.23845553158828664, 0.36960402488430333, 0.393232766389737, 0.1612175168307165, 0.4499883185210116, 0.5948248454762866], "epoch": 13, "n_parameters": 66735317}
{"train_lr": 0.00019999999999998242, "train_class_error": 9.275737787025088, "train_grad_norm": 62.78862778885381, "train_loss": 8.021029703707072, "train_loss_bbox": 0.24138866467548775, "train_loss_bbox_0": 0.3009430185075253, "train_loss_bbox_1": 0.24997870791559854, "train_loss_bbox_2": 0.24221463792704284, "train_loss_bbox_3": 0.24132861617242599, "train_loss_bbox_4": 0.24186027281205, "train_loss_ce": 0.4370157131601473, "train_loss_ce_0": 0.5129417411395473, "train_loss_ce_1": 0.4880981122417055, "train_loss_ce_2": 0.4663427461028889, "train_loss_ce_3": 0.44355929668614336, "train_loss_ce_4": 0.4354094779674439, "train_loss_dice": 0.3221815695269866, "train_loss_giou": 0.5410042315032184, "train_loss_giou_0": 0.654210410920464, "train_loss_giou_1": 0.5596534239371865, "train_loss_giou_2": 0.5436402212238337, "train_loss_giou_3": 0.5410749290295194, "train_loss_giou_4": 0.541712230292383, "train_loss_mask": 0.016471684543081067, "train_cardinality_error_unscaled": 292.575333085351, "train_cardinality_error_0_unscaled": 292.90258521574464, "train_cardinality_error_1_unscaled": 292.6537772216962, "train_cardinality_error_2_unscaled": 292.72341234951983, "train_cardinality_error_3_unscaled": 292.6406905180576, "train_cardinality_error_4_unscaled": 292.67339036926825, "train_class_error_unscaled": 9.275737787025088, "train_loss_bbox_unscaled": 0.04827773293167107, "train_loss_bbox_0_unscaled": 0.06018860368306253, "train_loss_bbox_1_unscaled": 0.04999574158306932, "train_loss_bbox_2_unscaled": 0.048442927591152964, "train_loss_bbox_3_unscaled": 0.04826572322712834, "train_loss_bbox_4_unscaled": 0.04837205457284061, "train_loss_ce_unscaled": 0.21850785658007366, "train_loss_ce_0_unscaled": 0.25647087056977363, "train_loss_ce_1_unscaled": 0.24404905612085276, "train_loss_ce_2_unscaled": 0.23317137305144445, "train_loss_ce_3_unscaled": 0.22177964834307168, "train_loss_ce_4_unscaled": 0.21770473898372195, "train_loss_dice_unscaled": 0.3221815695269866, "train_loss_giou_unscaled": 0.2705021157516092, "train_loss_giou_0_unscaled": 0.327105205460232, "train_loss_giou_1_unscaled": 0.27982671196859327, "train_loss_giou_2_unscaled": 0.27182011061191685, "train_loss_giou_3_unscaled": 0.2705374645147597, "train_loss_giou_4_unscaled": 0.2708561151461915, "train_loss_mask_unscaled": 0.016471684543081067, "test_class_error": 10.638604650101342, "test_loss": 8.1056965669504, "test_loss_bbox": 0.22736009755454506, "test_loss_bbox_0": 0.28203964614258786, "test_loss_bbox_1": 0.2340406125631576, "test_loss_bbox_2": 0.22807640803698154, "test_loss_bbox_3": 0.2277911383503923, "test_loss_bbox_4": 0.22829873131486936, "test_loss_ce": 0.46265857321576187, "test_loss_ce_0": 0.5365501594619629, "test_loss_ce_1": 0.5110931410766638, "test_loss_ce_2": 0.4900319559124712, "test_loss_ce_3": 0.4682537492471762, "test_loss_ce_4": 0.46177390593880663, "test_loss_dice": 0.302826296597624, "test_loss_giou": 0.5479007413783393, "test_loss_giou_0": 0.6658310096103924, "test_loss_giou_1": 0.5681028440356636, "test_loss_giou_2": 0.5505815659658596, "test_loss_giou_3": 0.5475072055198134, "test_loss_giou_4": 0.5482107559903361, "test_loss_mask": 0.01676798518151997, "test_cardinality_error_unscaled": 292.0235623003195, "test_cardinality_error_0_unscaled": 291.90575079872207, "test_cardinality_error_1_unscaled": 292.0435303514377, "test_cardinality_error_2_unscaled": 292.1485623003195, "test_cardinality_error_3_unscaled": 292.04153354632587, "test_cardinality_error_4_unscaled": 292.28055111821084, "test_class_error_unscaled": 10.638604650101342, "test_loss_bbox_unscaled": 0.04547201950376788, "test_loss_bbox_0_unscaled": 0.05640792935943832, "test_loss_bbox_1_unscaled": 0.04680812246383379, "test_loss_bbox_2_unscaled": 0.04561528158240234, "test_loss_bbox_3_unscaled": 0.045558227749821094, "test_loss_bbox_4_unscaled": 0.045659746123721805, "test_loss_ce_unscaled": 0.23132928660788094, "test_loss_ce_0_unscaled": 0.26827507973098147, "test_loss_ce_1_unscaled": 0.2555465705383319, "test_loss_ce_2_unscaled": 0.2450159779562356, "test_loss_ce_3_unscaled": 0.2341268746235881, "test_loss_ce_4_unscaled": 0.23088695296940331, "test_loss_dice_unscaled": 0.302826296597624, "test_loss_giou_unscaled": 0.27395037068916966, "test_loss_giou_0_unscaled": 0.3329155048051962, "test_loss_giou_1_unscaled": 0.2840514220178318, "test_loss_giou_2_unscaled": 0.2752907829829298, "test_loss_giou_3_unscaled": 0.2737536027599067, "test_loss_giou_4_unscaled": 0.27410537799516804, "test_loss_mask_unscaled": 0.01676798518151997, "test_coco_eval_bbox": [0.39369163492422804, 0.5749151997891538, 0.42348661790102027, 0.21851259116435845, 0.4312321441361393, 0.5375101954995768, 0.3279430840914905, 0.5338237041881396, 0.5757364174946664, 0.3513665915372677, 0.6193777486077257, 0.790053664110946], "test_coco_eval_masks": [0.2600531000479452, 0.4825127113146155, 0.2511789946921579, 0.08662948029781761, 0.29182049279158806, 0.44433862692061465, 0.24108488988418217, 0.3677801271047217, 0.39117962176750837, 0.16018466650540705, 0.44675083089771706, 0.6036354333002556], "epoch": 14, "n_parameters": 66735317}
{"train_lr": 0.00019999999999998242, "train_class_error": 9.043386622144714, "train_grad_norm": 65.83408632591905, "train_loss": 7.943785173425684, "train_loss_bbox": 0.2388000172087599, "train_loss_bbox_0": 0.29769889893050316, "train_loss_bbox_1": 0.24746372981152417, "train_loss_bbox_2": 0.23952231047949385, "train_loss_bbox_3": 0.23861299776247288, "train_loss_bbox_4": 0.23925855737867333, "train_loss_ce": 0.4317665297342027, "train_loss_ce_0": 0.5081489420011307, "train_loss_ce_1": 0.48305743220822184, "train_loss_ce_2": 0.46188651904288414, "train_loss_ce_3": 0.43878820070705377, "train_loss_ce_4": 0.43056355964003923, "train_loss_dice": 0.31806992208233675, "train_loss_giou": 0.536772475253257, "train_loss_giou_0": 0.6488097345338821, "train_loss_giou_1": 0.5549542371424999, "train_loss_giou_2": 0.5393013971899676, "train_loss_giou_3": 0.5367684021267632, "train_loss_giou_4": 0.5372885462417181, "train_loss_mask": 0.01625276337434793, "train_cardinality_error_unscaled": 292.5823498579738, "train_cardinality_error_0_unscaled": 292.81292269714595, "train_cardinality_error_1_unscaled": 292.65234005139996, "train_cardinality_error_2_unscaled": 292.3385550520763, "train_cardinality_error_3_unscaled": 292.25576558907073, "train_cardinality_error_4_unscaled": 292.63068950358445, "train_class_error_unscaled": 9.043386622144714, "train_loss_bbox_unscaled": 0.047760003432429934, "train_loss_bbox_0_unscaled": 0.059539779758688786, "train_loss_bbox_1_unscaled": 0.04949274599319355, "train_loss_bbox_2_unscaled": 0.04790446208934814, "train_loss_bbox_3_unscaled": 0.04772259954433149, "train_loss_bbox_4_unscaled": 0.04785171148112634, "train_loss_ce_unscaled": 0.21588326486710135, "train_loss_ce_0_unscaled": 0.25407447100056535, "train_loss_ce_1_unscaled": 0.24152871610411092, "train_loss_ce_2_unscaled": 0.23094325952144207, "train_loss_ce_3_unscaled": 0.21939410035352688, "train_loss_ce_4_unscaled": 0.21528177982001961, "train_loss_dice_unscaled": 0.31806992208233675, "train_loss_giou_unscaled": 0.2683862376266285, "train_loss_giou_0_unscaled": 0.32440486726694107, "train_loss_giou_1_unscaled": 0.27747711857124996, "train_loss_giou_2_unscaled": 0.2696506985949838, "train_loss_giou_3_unscaled": 0.2683842010633816, "train_loss_giou_4_unscaled": 0.26864427312085903, "train_loss_mask_unscaled": 0.01625276337434793, "test_class_error": 10.383700634343937, "test_loss": 7.930495441912082, "test_loss_bbox": 0.2237996260959881, "test_loss_bbox_0": 0.27749569704547855, "test_loss_bbox_1": 0.23059885470440594, "test_loss_bbox_2": 0.22390815434745326, "test_loss_bbox_3": 0.2230207694890781, "test_loss_bbox_4": 0.223614634702, "test_loss_ce": 0.4477918090911719, "test_loss_ce_0": 0.5265027257961968, "test_loss_ce_1": 0.5020382180571937, "test_loss_ce_2": 0.47939516437320284, "test_loss_ce_3": 0.4546433855740788, "test_loss_ce_4": 0.4482262825813537, "test_loss_dice": 0.2950172222460421, "test_loss_giou": 0.5373351131193935, "test_loss_giou_0": 0.6510981326095593, "test_loss_giou_1": 0.5549814123124741, "test_loss_giou_2": 0.5390810437095813, "test_loss_giou_3": 0.537676748376304, "test_loss_giou_4": 0.5379123179295573, "test_loss_mask": 0.016358086912217327, "test_cardinality_error_unscaled": 291.8843849840256, "test_cardinality_error_0_unscaled": 292.2689696485623, "test_cardinality_error_1_unscaled": 292.1687300319489, "test_cardinality_error_2_unscaled": 291.991214057508, "test_cardinality_error_3_unscaled": 292.04033546325877, "test_cardinality_error_4_unscaled": 292.08346645367413, "test_class_error_unscaled": 10.383700634343937, "test_loss_bbox_unscaled": 0.044759925258473846, "test_loss_bbox_0_unscaled": 0.05549913959000438, "test_loss_bbox_1_unscaled": 0.04611977096349477, "test_loss_bbox_2_unscaled": 0.044781630882582725, "test_loss_bbox_3_unscaled": 0.04460415398231901, "test_loss_bbox_4_unscaled": 0.04472292697848603, "test_loss_ce_unscaled": 0.22389590454558594, "test_loss_ce_0_unscaled": 0.2632513628980984, "test_loss_ce_1_unscaled": 0.25101910902859687, "test_loss_ce_2_unscaled": 0.23969758218660142, "test_loss_ce_3_unscaled": 0.2273216927870394, "test_loss_ce_4_unscaled": 0.22411314129067686, "test_loss_dice_unscaled": 0.2950172222460421, "test_loss_giou_unscaled": 0.26866755655969676, "test_loss_giou_0_unscaled": 0.32554906630477964, "test_loss_giou_1_unscaled": 0.27749070615623705, "test_loss_giou_2_unscaled": 0.26954052185479066, "test_loss_giou_3_unscaled": 0.268838374188152, "test_loss_giou_4_unscaled": 0.26895615896477865, "test_loss_mask_unscaled": 0.016358086912217327, "test_coco_eval_bbox": [0.40537191000441936, 0.5889583727094073, 0.43896105843358374, 0.24092024311273655, 0.4428300110962333, 0.5419780270776344, 0.3342562549723189, 0.5522144200765914, 0.5946425410831051, 0.3715963458002648, 0.639007253815262, 0.8045791271293813], "test_coco_eval_masks": [0.26610169971661163, 0.49504834366262646, 0.2556181821245798, 0.09281309762488078, 0.29981830110443636, 0.45562633972361066, 0.24489235464726597, 0.377597565192646, 0.39974479760978165, 0.16445458898592075, 0.4520917176429918, 0.615484300126017], "epoch": 15, "n_parameters": 66735317}
{"train_lr": 0.00019999999999998242, "train_class_error": 8.903001143002598, "train_grad_norm": 66.66885799189696, "train_loss": 7.904697207302907, "train_loss_bbox": 0.2375157656702108, "train_loss_bbox_0": 0.2961913813205367, "train_loss_bbox_1": 0.24631220884958752, "train_loss_bbox_2": 0.23851259139221703, "train_loss_bbox_3": 0.23753947536572542, "train_loss_bbox_4": 0.23798383489587738, "train_loss_ce": 0.42878579456058324, "train_loss_ce_0": 0.5055720952049605, "train_loss_ce_1": 0.480303951525872, "train_loss_ce_2": 0.4583382379733773, "train_loss_ce_3": 0.4354827043778129, "train_loss_ce_4": 0.42764201951771874, "train_loss_dice": 0.3150490970769916, "train_loss_giou": 0.5349438490418383, "train_loss_giou_0": 0.646761063256058, "train_loss_giou_1": 0.5533040000059504, "train_loss_giou_2": 0.5377517538562157, "train_loss_giou_3": 0.5351340150004325, "train_loss_giou_4": 0.5355061653759101, "train_loss_mask": 0.0160672155245544, "train_cardinality_error_unscaled": 292.6874239145137, "train_cardinality_error_0_unscaled": 292.8705278641959, "train_cardinality_error_1_unscaled": 292.7991765859597, "train_cardinality_error_2_unscaled": 292.6732551061815, "train_cardinality_error_3_unscaled": 292.6942293385635, "train_cardinality_error_4_unscaled": 292.6779216826728, "train_class_error_unscaled": 8.903001143002598, "train_loss_bbox_unscaled": 0.047503153150922614, "train_loss_bbox_0_unscaled": 0.05923827627015407, "train_loss_bbox_1_unscaled": 0.04926244175797521, "train_loss_bbox_2_unscaled": 0.04770251827904808, "train_loss_bbox_3_unscaled": 0.04750789506326875, "train_loss_bbox_4_unscaled": 0.04759676696778747, "train_loss_ce_unscaled": 0.21439289728029162, "train_loss_ce_0_unscaled": 0.25278604760248025, "train_loss_ce_1_unscaled": 0.240151975762936, "train_loss_ce_2_unscaled": 0.22916911898668865, "train_loss_ce_3_unscaled": 0.21774135218890645, "train_loss_ce_4_unscaled": 0.21382100975885937, "train_loss_dice_unscaled": 0.3150490970769916, "train_loss_giou_unscaled": 0.26747192452091917, "train_loss_giou_0_unscaled": 0.323380531628029, "train_loss_giou_1_unscaled": 0.2766520000029752, "train_loss_giou_2_unscaled": 0.2688758769281078, "train_loss_giou_3_unscaled": 0.2675670075002162, "train_loss_giou_4_unscaled": 0.26775308268795506, "train_loss_mask_unscaled": 0.0160672155245544, "test_class_error": 10.506212958131735, "test_loss": 8.042342204255418, "test_loss_bbox": 0.22735168977667347, "test_loss_bbox_0": 0.2820876543038188, "test_loss_bbox_1": 0.2338181662197692, "test_loss_bbox_2": 0.22715156932417957, "test_loss_bbox_3": 0.22674353477863457, "test_loss_bbox_4": 0.22752074330759506, "test_loss_ce": 0.44994416128332243, "test_loss_ce_0": 0.5287913432517372, "test_loss_ce_1": 0.5023316852391337, "test_loss_ce_2": 0.48009500183617343, "test_loss_ce_3": 0.456695614340968, "test_loss_ce_4": 0.45010662202637036, "test_loss_dice": 0.29891102044536666, "test_loss_giou": 0.5490406791623027, "test_loss_giou_0": 0.674124174319898, "test_loss_giou_1": 0.5669778880600731, "test_loss_giou_2": 0.5510842284074606, "test_loss_giou_3": 0.5470222462290011, "test_loss_giou_4": 0.5479449203220038, "test_loss_mask": 0.014599241784955272, "test_cardinality_error_unscaled": 291.7889376996805, "test_cardinality_error_0_unscaled": 292.14776357827475, "test_cardinality_error_1_unscaled": 292.04033546325877, "test_cardinality_error_2_unscaled": 292.1014376996805, "test_cardinality_error_3_unscaled": 292.18350638977637, "test_cardinality_error_4_unscaled": 291.88937699680514, "test_class_error_unscaled": 10.506212958131735, "test_loss_bbox_unscaled": 0.045470337993420734, "test_loss_bbox_0_unscaled": 0.05641753078935245, "test_loss_bbox_1_unscaled": 0.046763633238002894, "test_loss_bbox_2_unscaled": 0.04543031383151064, "test_loss_bbox_3_unscaled": 0.04534870695572692, "test_loss_bbox_4_unscaled": 0.04550414864485637, "test_loss_ce_unscaled": 0.22497208064166122, "test_loss_ce_0_unscaled": 0.2643956716258686, "test_loss_ce_1_unscaled": 0.25116584261956687, "test_loss_ce_2_unscaled": 0.24004750091808671, "test_loss_ce_3_unscaled": 0.228347807170484, "test_loss_ce_4_unscaled": 0.22505331101318518, "test_loss_dice_unscaled": 0.29891102044536666, "test_loss_giou_unscaled": 0.27452033958115135, "test_loss_giou_0_unscaled": 0.337062087159949, "test_loss_giou_1_unscaled": 0.28348894403003655, "test_loss_giou_2_unscaled": 0.2755421142037303, "test_loss_giou_3_unscaled": 0.27351112311450054, "test_loss_giou_4_unscaled": 0.2739724601610019, "test_loss_mask_unscaled": 0.014599241784955272, "test_coco_eval_bbox": [0.39553667250913976, 0.5781649621776904, 0.4240372189781017, 0.23192601976281196, 0.4294289547023002, 0.5402889604062465, 0.3305731494550097, 0.5422292906138891, 0.5857087411031479, 0.3660401691236843, 0.6377984094528487, 0.7936155778040692], "test_coco_eval_masks": [0.2622886764430677, 0.48432831798022796, 0.2510695573580442, 0.09328858802475613, 0.29357520117013763, 0.4465184894148487, 0.24253567507252569, 0.3743947976547446, 0.3989467097952536, 0.1694476664165316, 0.4533225152121469, 0.6125624137177595], "epoch": 16, "n_parameters": 66735317}
{"train_lr": 0.00019999999999998242, "train_class_error": 8.673531869034088, "train_grad_norm": 69.4888123133404, "train_loss": 7.839478499573654, "train_loss_bbox": 0.23592530358439126, "train_loss_bbox_0": 0.29398634995326417, "train_loss_bbox_1": 0.24417563503534792, "train_loss_bbox_2": 0.23673351340012994, "train_loss_bbox_3": 0.23588226717653252, "train_loss_bbox_4": 0.23652230602840635, "train_loss_ce": 0.42279574109134793, "train_loss_ce_0": 0.5014170067011705, "train_loss_ce_1": 0.47572167994333314, "train_loss_ce_2": 0.45316669246138763, "train_loss_ce_3": 0.4294895262421024, "train_loss_ce_4": 0.4212279640763986, "train_loss_dice": 0.31186283480874355, "train_loss_giou": 0.5315701955047332, "train_loss_giou_0": 0.6437929202025853, "train_loss_giou_1": 0.5502314449775595, "train_loss_giou_2": 0.5345537594178041, "train_loss_giou_3": 0.5319641866832951, "train_loss_giou_4": 0.5325220898166652, "train_loss_mask": 0.015937091616089052, "train_cardinality_error_unscaled": 292.64185716218043, "train_cardinality_error_0_unscaled": 292.82717604490733, "train_cardinality_error_1_unscaled": 292.782970377384, "train_cardinality_error_2_unscaled": 292.84850534289194, "train_cardinality_error_3_unscaled": 292.8142330582984, "train_cardinality_error_4_unscaled": 292.76033071824696, "train_class_error_unscaled": 8.673531869034088, "train_loss_bbox_unscaled": 0.047185060727762365, "train_loss_bbox_0_unscaled": 0.05879726999206374, "train_loss_bbox_1_unscaled": 0.04883512698343694, "train_loss_bbox_2_unscaled": 0.04734670267745612, "train_loss_bbox_3_unscaled": 0.04717645344125246, "train_loss_bbox_4_unscaled": 0.04730446119001015, "train_loss_ce_unscaled": 0.21139787054567397, "train_loss_ce_0_unscaled": 0.25070850335058525, "train_loss_ce_1_unscaled": 0.23786083997166657, "train_loss_ce_2_unscaled": 0.22658334623069382, "train_loss_ce_3_unscaled": 0.2147447631210512, "train_loss_ce_4_unscaled": 0.2106139820381993, "train_loss_dice_unscaled": 0.31186283480874355, "train_loss_giou_unscaled": 0.2657850977523666, "train_loss_giou_0_unscaled": 0.32189646010129264, "train_loss_giou_1_unscaled": 0.27511572248877975, "train_loss_giou_2_unscaled": 0.26727687970890207, "train_loss_giou_3_unscaled": 0.2659820933416476, "train_loss_giou_4_unscaled": 0.2662610449083326, "train_loss_mask_unscaled": 0.015937091616089052, "test_class_error": 10.372805187115654, "test_loss": 8.040483037503764, "test_loss_bbox": 0.22809801357813156, "test_loss_bbox_0": 0.28804744827671175, "test_loss_bbox_1": 0.23573048031939486, "test_loss_bbox_2": 0.2292234865716471, "test_loss_bbox_3": 0.2278332275609239, "test_loss_bbox_4": 0.2288898250070243, "test_loss_ce": 0.4526392932707509, "test_loss_ce_0": 0.524336340328375, "test_loss_ce_1": 0.5023910281376336, "test_loss_ce_2": 0.48283296813980076, "test_loss_ce_3": 0.4595698960863363, "test_loss_ce_4": 0.45238449864875013, "test_loss_dice": 0.29432258990625987, "test_loss_giou": 0.5434376225113488, "test_loss_giou_0": 0.6724902679935431, "test_loss_giou_1": 0.5667265020429898, "test_loss_giou_2": 0.5476703878027943, "test_loss_giou_3": 0.5438166905325442, "test_loss_giou_4": 0.5446176211864423, "test_loss_mask": 0.015424849222988462, "test_cardinality_error_unscaled": 292.0936501597444, "test_cardinality_error_0_unscaled": 292.28174920127793, "test_cardinality_error_1_unscaled": 292.23801916932905, "test_cardinality_error_2_unscaled": 292.21485623003196, "test_cardinality_error_3_unscaled": 292.2198482428115, "test_cardinality_error_4_unscaled": 292.03055111821084, "test_class_error_unscaled": 10.372805187115654, "test_loss_bbox_unscaled": 0.045619602728718386, "test_loss_bbox_0_unscaled": 0.057609489693428384, "test_loss_bbox_1_unscaled": 0.04714609606982991, "test_loss_bbox_2_unscaled": 0.04584469720007132, "test_loss_bbox_3_unscaled": 0.04556664549552213, "test_loss_bbox_4_unscaled": 0.0457779649859324, "test_loss_ce_unscaled": 0.22631964663537546, "test_loss_ce_0_unscaled": 0.2621681701641875, "test_loss_ce_1_unscaled": 0.2511955140688168, "test_loss_ce_2_unscaled": 0.24141648406990038, "test_loss_ce_3_unscaled": 0.22978494804316815, "test_loss_ce_4_unscaled": 0.22619224932437507, "test_loss_dice_unscaled": 0.29432258990625987, "test_loss_giou_unscaled": 0.2717188112556744, "test_loss_giou_0_unscaled": 0.33624513399677153, "test_loss_giou_1_unscaled": 0.2833632510214949, "test_loss_giou_2_unscaled": 0.27383519390139716, "test_loss_giou_3_unscaled": 0.2719083452662721, "test_loss_giou_4_unscaled": 0.27230881059322115, "test_loss_mask_unscaled": 0.015424849222988462, "test_coco_eval_bbox": [0.3993961494496882, 0.5811263526794338, 0.4313666718425553, 0.24202325176671302, 0.42591564175879976, 0.5500731773497854, 0.3310660340456187, 0.5455267215236774, 0.5872628044119017, 0.3658460938131645, 0.6275783461068811, 0.801702954494154], "test_coco_eval_masks": [0.2629515049051692, 0.4890944822777354, 0.25483809840417276, 0.08820542784339011, 0.2955009186461816, 0.4596060441327769, 0.24178437665006605, 0.3762541118890869, 0.40006422475559816, 0.16163203928343, 0.45405374734327636, 0.6207867150174183], "epoch": 17, "n_parameters": 66735317}
{"train_lr": 0.00019999999999998242, "train_class_error": 8.465029294607234, "train_grad_norm": 70.94511603767295, "train_loss": 7.801586802751047, "train_loss_bbox": 0.23484969450707335, "train_loss_bbox_0": 0.29187228532963283, "train_loss_bbox_1": 0.24275573107115264, "train_loss_bbox_2": 0.23547936370476616, "train_loss_bbox_3": 0.23472347292113366, "train_loss_bbox_4": 0.23527636285178413, "train_loss_ce": 0.41941280584405954, "train_loss_ce_0": 0.4993436293021181, "train_loss_ce_1": 0.4732292806821635, "train_loss_ce_2": 0.4505475090798225, "train_loss_ce_3": 0.42644828487019826, "train_loss_ce_4": 0.4184540990650871, "train_loss_dice": 0.30973441665822077, "train_loss_giou": 0.5303341070063846, "train_loss_giou_0": 0.6406937312018834, "train_loss_giou_1": 0.5481039795036424, "train_loss_giou_2": 0.532930905139206, "train_loss_giou_3": 0.5305846943860768, "train_loss_giou_4": 0.5309836130499049, "train_loss_mask": 0.015828841862335637, "train_cardinality_error_unscaled": 292.64128229406197, "train_cardinality_error_0_unscaled": 292.7742712701204, "train_cardinality_error_1_unscaled": 292.7913482348167, "train_cardinality_error_2_unscaled": 292.70110239415664, "train_cardinality_error_3_unscaled": 292.64818071148386, "train_cardinality_error_4_unscaled": 292.6370722304883, "train_class_error_unscaled": 8.465029294607234, "train_loss_bbox_unscaled": 0.046969938907108676, "train_loss_bbox_0_unscaled": 0.05837445705121286, "train_loss_bbox_1_unscaled": 0.048551146198509025, "train_loss_bbox_2_unscaled": 0.04709587278454008, "train_loss_bbox_3_unscaled": 0.046944694582211156, "train_loss_bbox_4_unscaled": 0.04705527254269303, "train_loss_ce_unscaled": 0.20970640292202977, "train_loss_ce_0_unscaled": 0.24967181465105906, "train_loss_ce_1_unscaled": 0.23661464034108176, "train_loss_ce_2_unscaled": 0.22527375453991125, "train_loss_ce_3_unscaled": 0.21322414243509913, "train_loss_ce_4_unscaled": 0.20922704953254356, "train_loss_dice_unscaled": 0.30973441665822077, "train_loss_giou_unscaled": 0.2651670535031923, "train_loss_giou_0_unscaled": 0.3203468656009417, "train_loss_giou_1_unscaled": 0.2740519897518212, "train_loss_giou_2_unscaled": 0.266465452569603, "train_loss_giou_3_unscaled": 0.2652923471930384, "train_loss_giou_4_unscaled": 0.26549180652495247, "train_loss_mask_unscaled": 0.015828841862335637, "test_class_error": 9.956629699792344, "test_loss": 7.9856059360808835, "test_loss_bbox": 0.22608407951010684, "test_loss_bbox_0": 0.28193499285953877, "test_loss_bbox_1": 0.23322622249492062, "test_loss_bbox_2": 0.22640544114211877, "test_loss_bbox_3": 0.22636322829479608, "test_loss_bbox_4": 0.22667449898422717, "test_loss_ce": 0.45509999880965907, "test_loss_ce_0": 0.5392508244933412, "test_loss_ce_1": 0.5073385894679414, "test_loss_ce_2": 0.48467382626792493, "test_loss_ce_3": 0.4628188377752091, "test_loss_ce_4": 0.4539368209747461, "test_loss_dice": 0.29185140551850436, "test_loss_giou": 0.5361508398581618, "test_loss_giou_0": 0.6515364345079794, "test_loss_giou_1": 0.5540260590684299, "test_loss_giou_2": 0.5390009796276641, "test_loss_giou_3": 0.536695550234554, "test_loss_giou_4": 0.5368506021012133, "test_loss_mask": 0.01568672860326906, "test_cardinality_error_unscaled": 291.1657348242812, "test_cardinality_error_0_unscaled": 291.96805111821084, "test_cardinality_error_1_unscaled": 291.70726837060704, "test_cardinality_error_2_unscaled": 291.2364217252396, "test_cardinality_error_3_unscaled": 291.80091853035145, "test_cardinality_error_4_unscaled": 291.42472044728436, "test_class_error_unscaled": 9.956629699792344, "test_loss_bbox_unscaled": 0.04521681579609458, "test_loss_bbox_0_unscaled": 0.056386998643319065, "test_loss_bbox_1_unscaled": 0.046645244494223366, "test_loss_bbox_2_unscaled": 0.045281088235564884, "test_loss_bbox_3_unscaled": 0.04527264564467695, "test_loss_bbox_4_unscaled": 0.04533489980993751, "test_loss_ce_unscaled": 0.22754999940482953, "test_loss_ce_0_unscaled": 0.2696254122466706, "test_loss_ce_1_unscaled": 0.2536692947339707, "test_loss_ce_2_unscaled": 0.24233691313396247, "test_loss_ce_3_unscaled": 0.23140941888760455, "test_loss_ce_4_unscaled": 0.22696841048737304, "test_loss_dice_unscaled": 0.29185140551850436, "test_loss_giou_unscaled": 0.2680754199290809, "test_loss_giou_0_unscaled": 0.3257682172539897, "test_loss_giou_1_unscaled": 0.27701302953421497, "test_loss_giou_2_unscaled": 0.26950048981383207, "test_loss_giou_3_unscaled": 0.268347775117277, "test_loss_giou_4_unscaled": 0.26842530105060664, "test_loss_mask_unscaled": 0.01568672860326906, "test_coco_eval_bbox": [0.40028588540382065, 0.5834171724632502, 0.4288468553458179, 0.22834892847695373, 0.4297686953897097, 0.545548320027813, 0.33396185041471355, 0.5527577157608183, 0.5950072000835689, 0.38467284549150127, 0.6428507214936999, 0.7833542203526158], "test_coco_eval_masks": [0.2659175025633921, 0.4930219457127674, 0.25418883716487045, 0.0920129398166592, 0.29841266726516397, 0.4574740043193833, 0.24775749648756076, 0.3825545083347917, 0.4069493862926661, 0.17973300533858325, 0.4611168807869981, 0.6130564653706473], "epoch": 18, "n_parameters": 66735317}
{"train_lr": 0.00019999999999998242, "train_class_error": 8.347817174768828, "train_grad_norm": 72.27579219760841, "train_loss": 7.752561625134037, "train_loss_bbox": 0.23355323235881872, "train_loss_bbox_0": 0.2902508215795072, "train_loss_bbox_1": 0.2418112890349179, "train_loss_bbox_2": 0.23421570896622648, "train_loss_bbox_3": 0.23338922848361893, "train_loss_bbox_4": 0.2339765749489779, "train_loss_ce": 0.41521566712604746, "train_loss_ce_0": 0.49611917828233254, "train_loss_ce_1": 0.46830822823093754, "train_loss_ce_2": 0.4457807315269859, "train_loss_ce_3": 0.42239022044316044, "train_loss_ce_4": 0.41431973079020673, "train_loss_dice": 0.30767874501723164, "train_loss_giou": 0.5282788296767666, "train_loss_giou_0": 0.6375270300848017, "train_loss_giou_1": 0.5458733920221092, "train_loss_giou_2": 0.5308334641808604, "train_loss_giou_3": 0.5284606272839216, "train_loss_giou_4": 0.5288688434096678, "train_loss_mask": 0.015710083202087423, "train_cardinality_error_unscaled": 292.4600043960503, "train_cardinality_error_0_unscaled": 292.73401359394023, "train_cardinality_error_1_unscaled": 292.735602935209, "train_cardinality_error_2_unscaled": 292.6817513188151, "train_cardinality_error_3_unscaled": 292.6330227918301, "train_cardinality_error_4_unscaled": 292.55828148248344, "train_class_error_unscaled": 8.347817174768828, "train_loss_bbox_unscaled": 0.04671064645594147, "train_loss_bbox_0_unscaled": 0.05805016431721157, "train_loss_bbox_1_unscaled": 0.04836225779403349, "train_loss_bbox_2_unscaled": 0.04684314178775285, "train_loss_bbox_3_unscaled": 0.04667784569939443, "train_loss_bbox_4_unscaled": 0.04679531499342362, "train_loss_ce_unscaled": 0.20760783356302373, "train_loss_ce_0_unscaled": 0.24805958914116627, "train_loss_ce_1_unscaled": 0.23415411411546877, "train_loss_ce_2_unscaled": 0.22289036576349294, "train_loss_ce_3_unscaled": 0.21119511022158022, "train_loss_ce_4_unscaled": 0.20715986539510337, "train_loss_dice_unscaled": 0.30767874501723164, "train_loss_giou_unscaled": 0.2641394148383833, "train_loss_giou_0_unscaled": 0.31876351504240086, "train_loss_giou_1_unscaled": 0.2729366960110546, "train_loss_giou_2_unscaled": 0.2654167320904302, "train_loss_giou_3_unscaled": 0.2642303136419608, "train_loss_giou_4_unscaled": 0.2644344217048339, "train_loss_mask_unscaled": 0.015710083202087423, "test_class_error": 10.014427221621187, "test_loss": 7.944620613853772, "test_loss_bbox": 0.22578965603543547, "test_loss_bbox_0": 0.2790263715548256, "test_loss_bbox_1": 0.23294501782606203, "test_loss_bbox_2": 0.22638681883248277, "test_loss_bbox_3": 0.22582355870035128, "test_loss_bbox_4": 0.22582781719513975, "test_loss_ce": 0.44321937406786716, "test_loss_ce_0": 0.5257599800349043, "test_loss_ce_1": 0.4972486140819403, "test_loss_ce_2": 0.47783982258635205, "test_loss_ce_3": 0.45341265615754234, "test_loss_ce_4": 0.44381175283045055, "test_loss_dice": 0.29450944627816683, "test_loss_giou": 0.5394791891209234, "test_loss_giou_0": 0.657956631800618, "test_loss_giou_1": 0.5606412175364388, "test_loss_giou_2": 0.541342554286646, "test_loss_giou_3": 0.5389409520374701, "test_loss_giou_4": 0.5397512393828017, "test_loss_mask": 0.01490795088949771, "test_cardinality_error_unscaled": 292.1651357827476, "test_cardinality_error_0_unscaled": 288.7907348242812, "test_cardinality_error_1_unscaled": 291.98482428115017, "test_cardinality_error_2_unscaled": 292.3182907348243, "test_cardinality_error_3_unscaled": 292.43011182108626, "test_cardinality_error_4_unscaled": 292.3115015974441, "test_class_error_unscaled": 10.014427221621187, "test_loss_bbox_unscaled": 0.04515793114995804, "test_loss_bbox_0_unscaled": 0.05580527412767608, "test_loss_bbox_1_unscaled": 0.04658900344738374, "test_loss_bbox_2_unscaled": 0.04527736388551541, "test_loss_bbox_3_unscaled": 0.04516471173173894, "test_loss_bbox_4_unscaled": 0.04516556347235323, "test_loss_ce_unscaled": 0.22160968703393358, "test_loss_ce_0_unscaled": 0.26287999001745216, "test_loss_ce_1_unscaled": 0.24862430704097016, "test_loss_ce_2_unscaled": 0.23891991129317602, "test_loss_ce_3_unscaled": 0.22670632807877117, "test_loss_ce_4_unscaled": 0.22190587641522527, "test_loss_dice_unscaled": 0.29450944627816683, "test_loss_giou_unscaled": 0.2697395945604617, "test_loss_giou_0_unscaled": 0.328978315900309, "test_loss_giou_1_unscaled": 0.2803206087682194, "test_loss_giou_2_unscaled": 0.270671277143323, "test_loss_giou_3_unscaled": 0.26947047601873503, "test_loss_giou_4_unscaled": 0.26987561969140084, "test_loss_mask_unscaled": 0.01490795088949771, "test_coco_eval_bbox": [0.4063622487749242, 0.5882542267538661, 0.4386265818219392, 0.24432351934098914, 0.44288551105674245, 0.5466296695243503, 0.33835644559418, 0.5551807104535432, 0.5979624120441747, 0.3801474261097157, 0.6513278657301038, 0.8085191889438], "test_coco_eval_masks": [0.27430679067612634, 0.5012542905517973, 0.26661930735028316, 0.09195546088973423, 0.30619026309449904, 0.465605760775993, 0.2508970563634377, 0.38763000878420223, 0.41262603508735557, 0.17675169662572082, 0.4671029579098651, 0.6289332783861016], "epoch": 19, "n_parameters": 66735317}
{"train_lr": 0.00019999999999998242, "train_class_error": 8.186281744333787, "train_grad_norm": 74.96267440214896, "train_loss": 7.705645533354924, "train_loss_bbox": 0.23171332722811194, "train_loss_bbox_0": 0.28881975858859404, "train_loss_bbox_1": 0.24012008520395237, "train_loss_bbox_2": 0.23265065995924175, "train_loss_bbox_3": 0.231684486141478, "train_loss_bbox_4": 0.2322398951766166, "train_loss_ce": 0.41266091574468683, "train_loss_ce_0": 0.4938569921699345, "train_loss_ce_1": 0.4661917630872787, "train_loss_ce_2": 0.4431797840385464, "train_loss_ce_3": 0.4200376413836138, "train_loss_ce_4": 0.41169993444344, "train_loss_dice": 0.3047266259021532, "train_loss_giou": 0.5247291855793207, "train_loss_giou_0": 0.6347312441895138, "train_loss_giou_1": 0.5427795909672681, "train_loss_giou_2": 0.5276726321621482, "train_loss_giou_3": 0.5250794795088205, "train_loss_giou_4": 0.525551090475253, "train_loss_mask": 0.015520437023591467, "train_cardinality_error_unscaled": 292.45955633707564, "train_cardinality_error_0_unscaled": 292.5310175165697, "train_cardinality_error_1_unscaled": 292.56912789124846, "train_cardinality_error_2_unscaled": 292.7472778303801, "train_cardinality_error_3_unscaled": 292.64538245637766, "train_cardinality_error_4_unscaled": 292.6254480589747, "train_class_error_unscaled": 8.186281744333787, "train_loss_bbox_unscaled": 0.0463426654646192, "train_loss_bbox_0_unscaled": 0.05776395172739358, "train_loss_bbox_1_unscaled": 0.048024017066992976, "train_loss_bbox_2_unscaled": 0.046530131992352244, "train_loss_bbox_3_unscaled": 0.0463368972373153, "train_loss_bbox_4_unscaled": 0.046447979046459385, "train_loss_ce_unscaled": 0.20633045787234341, "train_loss_ce_0_unscaled": 0.24692849608496725, "train_loss_ce_1_unscaled": 0.23309588154363936, "train_loss_ce_2_unscaled": 0.2215898920192732, "train_loss_ce_3_unscaled": 0.2100188206918069, "train_loss_ce_4_unscaled": 0.20584996722172, "train_loss_dice_unscaled": 0.3047266259021532, "train_loss_giou_unscaled": 0.26236459278966034, "train_loss_giou_0_unscaled": 0.3173656220947569, "train_loss_giou_1_unscaled": 0.27138979548363407, "train_loss_giou_2_unscaled": 0.2638363160810741, "train_loss_giou_3_unscaled": 0.26253973975441025, "train_loss_giou_4_unscaled": 0.2627755452376265, "train_loss_mask_unscaled": 0.015520437023591467, "test_class_error": 10.049554207835335, "test_loss": 7.856909508141466, "test_loss_bbox": 0.22098212224987748, "test_loss_bbox_0": 0.2730857309537193, "test_loss_bbox_1": 0.2282520882999554, "test_loss_bbox_2": 0.22229901813089656, "test_loss_bbox_3": 0.22145771151914384, "test_loss_bbox_4": 0.2214726974693731, "test_loss_ce": 0.4479997220892495, "test_loss_ce_0": 0.5234980952625458, "test_loss_ce_1": 0.49576127557708816, "test_loss_ce_2": 0.4750585093284948, "test_loss_ce_3": 0.45314619330742867, "test_loss_ce_4": 0.4466195331213954, "test_loss_dice": 0.2895128814081034, "test_loss_giou": 0.530813167175165, "test_loss_giou_0": 0.6443845649687246, "test_loss_giou_1": 0.5495611696768874, "test_loss_giou_2": 0.5341940875441883, "test_loss_giou_3": 0.5321309348455252, "test_loss_giou_4": 0.5318829261075956, "test_loss_mask": 0.01479710619926405, "test_cardinality_error_unscaled": 291.86122204472844, "test_cardinality_error_0_unscaled": 292.09305111821084, "test_cardinality_error_1_unscaled": 292.1325878594249, "test_cardinality_error_2_unscaled": 292.30750798722045, "test_cardinality_error_3_unscaled": 292.1739217252396, "test_cardinality_error_4_unscaled": 292.14456869009587, "test_class_error_unscaled": 10.049554207835335, "test_loss_bbox_unscaled": 0.04419642444045399, "test_loss_bbox_0_unscaled": 0.054617146202645746, "test_loss_bbox_1_unscaled": 0.04565041764570882, "test_loss_bbox_2_unscaled": 0.04445980358333253, "test_loss_bbox_3_unscaled": 0.044291542366908764, "test_loss_bbox_4_unscaled": 0.04429453947602179, "test_loss_ce_unscaled": 0.22399986104462474, "test_loss_ce_0_unscaled": 0.2617490476312729, "test_loss_ce_1_unscaled": 0.24788063778854408, "test_loss_ce_2_unscaled": 0.2375292546642474, "test_loss_ce_3_unscaled": 0.22657309665371433, "test_loss_ce_4_unscaled": 0.2233097665606977, "test_loss_dice_unscaled": 0.2895128814081034, "test_loss_giou_unscaled": 0.2654065835875825, "test_loss_giou_0_unscaled": 0.3221922824843623, "test_loss_giou_1_unscaled": 0.2747805848384437, "test_loss_giou_2_unscaled": 0.26709704377209414, "test_loss_giou_3_unscaled": 0.2660654674227626, "test_loss_giou_4_unscaled": 0.2659414630537978, "test_loss_mask_unscaled": 0.01479710619926405, "test_coco_eval_bbox": [0.4107393673363174, 0.5912830063901353, 0.4410127350708566, 0.25343903651236177, 0.4436207721856966, 0.5553591774153827, 0.3391797342436414, 0.5557391593192708, 0.597574004909683, 0.37166107431036643, 0.643537403586489, 0.7961354195154299], "test_coco_eval_masks": [0.27158979868654076, 0.5003067972665288, 0.2616536959572217, 0.09193922013275106, 0.3023249954389059, 0.4749526041965862, 0.25097552719922744, 0.38335087442794363, 0.40806338000592945, 0.16842140755091253, 0.4565535055872361, 0.6308803215622203], "epoch": 20, "n_parameters": 66735317}
{"train_lr": 0.00019999999999998242, "train_class_error": 8.024127134044228, "train_grad_norm": 74.84578417738413, "train_loss": 7.657459386611168, "train_loss_bbox": 0.2305518347791643, "train_loss_bbox_0": 0.2866434375040589, "train_loss_bbox_1": 0.23875329195727488, "train_loss_bbox_2": 0.2314971888539402, "train_loss_bbox_3": 0.23056574113012956, "train_loss_bbox_4": 0.23108234026629404, "train_loss_ce": 0.4083307117513983, "train_loss_ce_0": 0.48917191320128034, "train_loss_ce_1": 0.46152336847696673, "train_loss_ce_2": 0.43862548212503266, "train_loss_ce_3": 0.41541082519737066, "train_loss_ce_4": 0.4072463043940079, "train_loss_dice": 0.3025983611592159, "train_loss_giou": 0.5233411497931414, "train_loss_giou_0": 0.632026957539217, "train_loss_giou_1": 0.5408753166659249, "train_loss_giou_2": 0.5260862623901083, "train_loss_giou_3": 0.5235795983982944, "train_loss_giou_4": 0.5241175441120017, "train_loss_mask": 0.01543176189444412, "train_cardinality_error_unscaled": 292.47342925740566, "train_cardinality_error_0_unscaled": 292.6990734478561, "train_cardinality_error_1_unscaled": 292.4326305288787, "train_cardinality_error_2_unscaled": 292.4081394562424, "train_cardinality_error_3_unscaled": 292.3858717705938, "train_cardinality_error_4_unscaled": 292.64365785202216, "train_class_error_unscaled": 8.024127134044228, "train_loss_bbox_unscaled": 0.04611036696832944, "train_loss_bbox_0_unscaled": 0.05732868746805865, "train_loss_bbox_1_unscaled": 0.047750658396342745, "train_loss_bbox_2_unscaled": 0.04629943779033913, "train_loss_bbox_3_unscaled": 0.046113148218013995, "train_loss_bbox_4_unscaled": 0.0462164680756821, "train_loss_ce_unscaled": 0.20416535587569914, "train_loss_ce_0_unscaled": 0.24458595660064017, "train_loss_ce_1_unscaled": 0.23076168423848337, "train_loss_ce_2_unscaled": 0.21931274106251633, "train_loss_ce_3_unscaled": 0.20770541259868533, "train_loss_ce_4_unscaled": 0.20362315219700394, "train_loss_dice_unscaled": 0.3025983611592159, "train_loss_giou_unscaled": 0.2616705748965707, "train_loss_giou_0_unscaled": 0.3160134787696085, "train_loss_giou_1_unscaled": 0.27043765833296246, "train_loss_giou_2_unscaled": 0.2630431311950541, "train_loss_giou_3_unscaled": 0.2617897991991472, "train_loss_giou_4_unscaled": 0.26205877205600087, "train_loss_mask_unscaled": 0.01543176189444412, "test_class_error": 10.195988606340208, "test_loss": 7.950378244296431, "test_loss_bbox": 0.22987383399337244, "test_loss_bbox_0": 0.28712095167880625, "test_loss_bbox_1": 0.23573072954488639, "test_loss_bbox_2": 0.2296827471199127, "test_loss_bbox_3": 0.22936418138373013, "test_loss_bbox_4": 0.2304382064281561, "test_loss_ce": 0.44545312097278267, "test_loss_ce_0": 0.5256650525921831, "test_loss_ce_1": 0.49956148615279516, "test_loss_ce_2": 0.4771951278939415, "test_loss_ce_3": 0.4541609155865142, "test_loss_ce_4": 0.44570023268937303, "test_loss_dice": 0.2926779547438454, "test_loss_giou": 0.536354882934223, "test_loss_giou_0": 0.6521505072665291, "test_loss_giou_1": 0.5525591024004233, "test_loss_giou_2": 0.5397416994975398, "test_loss_giou_3": 0.5361908403829264, "test_loss_giou_4": 0.537074477623065, "test_loss_mask": 0.013682203002857229, "test_cardinality_error_unscaled": 292.0391373801917, "test_cardinality_error_0_unscaled": 292.21026357827475, "test_cardinality_error_1_unscaled": 292.16234025559106, "test_cardinality_error_2_unscaled": 291.9149361022364, "test_cardinality_error_3_unscaled": 292.0742811501597, "test_cardinality_error_4_unscaled": 292.16593450479235, "test_class_error_unscaled": 10.195988606340208, "test_loss_bbox_unscaled": 0.04597476687722694, "test_loss_bbox_0_unscaled": 0.0574241905285718, "test_loss_bbox_1_unscaled": 0.04714614591492822, "test_loss_bbox_2_unscaled": 0.045936549475160654, "test_loss_bbox_3_unscaled": 0.04587283634696715, "test_loss_bbox_4_unscaled": 0.04608764128087047, "test_loss_ce_unscaled": 0.22272656048639133, "test_loss_ce_0_unscaled": 0.26283252629609155, "test_loss_ce_1_unscaled": 0.24978074307639758, "test_loss_ce_2_unscaled": 0.23859756394697074, "test_loss_ce_3_unscaled": 0.2270804577932571, "test_loss_ce_4_unscaled": 0.22285011634468652, "test_loss_dice_unscaled": 0.2926779547438454, "test_loss_giou_unscaled": 0.2681774414671115, "test_loss_giou_0_unscaled": 0.32607525363326456, "test_loss_giou_1_unscaled": 0.27627955120021164, "test_loss_giou_2_unscaled": 0.2698708497487699, "test_loss_giou_3_unscaled": 0.2680954201914632, "test_loss_giou_4_unscaled": 0.2685372388115325, "test_loss_mask_unscaled": 0.013682203002857229, "test_coco_eval_bbox": [0.4064388134611011, 0.5930298878049866, 0.4363512713491378, 0.23460288251085368, 0.43829081304431544, 0.5473842411722865, 0.33673434653278067, 0.5558534396650368, 0.5987558678029137, 0.37331255602379715, 0.6441216853796958, 0.7998802979277534], "test_coco_eval_masks": [0.2690159574108975, 0.5004583115938784, 0.258065387445136, 0.08704572735941314, 0.3024544565179066, 0.4663737727397086, 0.24886112259011525, 0.38219768089579587, 0.40704275459517963, 0.16675311375736113, 0.4622663026031559, 0.6290776404072473], "epoch": 21, "n_parameters": 66735317}
{"train_lr": 0.00019999999999998242, "train_class_error": 7.914896830676551, "train_grad_norm": 76.02782001105791, "train_loss": 7.624149843399376, "train_loss_bbox": 0.2297149201852292, "train_loss_bbox_0": 0.2848578802661775, "train_loss_bbox_1": 0.23776773922674455, "train_loss_bbox_2": 0.23048422356996165, "train_loss_bbox_3": 0.2296267901667558, "train_loss_bbox_4": 0.23016428060393268, "train_loss_ce": 0.4051437424106558, "train_loss_ce_0": 0.4885566042221949, "train_loss_ce_1": 0.4600650199603183, "train_loss_ce_2": 0.43625210768377026, "train_loss_ce_3": 0.4125908225065282, "train_loss_ce_4": 0.4043594570531907, "train_loss_dice": 0.30120881658461135, "train_loss_giou": 0.5215744267865445, "train_loss_giou_0": 0.6292493865831157, "train_loss_giou_1": 0.5389250910836015, "train_loss_giou_2": 0.5243146783135247, "train_loss_giou_3": 0.5216822751046807, "train_loss_giou_4": 0.5222772943357581, "train_loss_mask": 0.015334285773643255, "train_cardinality_error_unscaled": 292.75100601920735, "train_cardinality_error_0_unscaled": 292.6967317056675, "train_cardinality_error_1_unscaled": 292.77818544569186, "train_cardinality_error_2_unscaled": 292.68512444203975, "train_cardinality_error_3_unscaled": 292.7082121601515, "train_cardinality_error_4_unscaled": 292.7811865954281, "train_class_error_unscaled": 7.914896830676551, "train_loss_bbox_unscaled": 0.045942984026312896, "train_loss_bbox_0_unscaled": 0.056971576072887366, "train_loss_bbox_1_unscaled": 0.04755354782569703, "train_loss_bbox_2_unscaled": 0.04609684469514668, "train_loss_bbox_3_unscaled": 0.04592535803571946, "train_loss_bbox_4_unscaled": 0.046032856131217145, "train_loss_ce_unscaled": 0.2025718712053279, "train_loss_ce_0_unscaled": 0.24427830211109744, "train_loss_ce_1_unscaled": 0.23003250998015914, "train_loss_ce_2_unscaled": 0.21812605384188513, "train_loss_ce_3_unscaled": 0.2062954112532641, "train_loss_ce_4_unscaled": 0.20217972852659535, "train_loss_dice_unscaled": 0.30120881658461135, "train_loss_giou_unscaled": 0.26078721339327227, "train_loss_giou_0_unscaled": 0.31462469329155784, "train_loss_giou_1_unscaled": 0.26946254554180077, "train_loss_giou_2_unscaled": 0.26215733915676237, "train_loss_giou_3_unscaled": 0.26084113755234034, "train_loss_giou_4_unscaled": 0.26113864716787905, "train_loss_mask_unscaled": 0.015334285773643255, "test_class_error": 9.801361178437741, "test_loss": 7.871213937338929, "test_loss_bbox": 0.22418014438578876, "test_loss_bbox_0": 0.27255333165010326, "test_loss_bbox_1": 0.23056530809630982, "test_loss_bbox_2": 0.22617835234910155, "test_loss_bbox_3": 0.2252711770823969, "test_loss_bbox_4": 0.2249552453287874, "test_loss_ce": 0.44187115142330197, "test_loss_ce_0": 0.5246240732768854, "test_loss_ce_1": 0.49438687054493935, "test_loss_ce_2": 0.46981233986802756, "test_loss_ce_3": 0.44924986743317624, "test_loss_ce_4": 0.4417708299030511, "test_loss_dice": 0.28609112128853414, "test_loss_giou": 0.5334504506648919, "test_loss_giou_0": 0.6531358025134942, "test_loss_giou_1": 0.5515247926163597, "test_loss_giou_2": 0.5382755985275244, "test_loss_giou_3": 0.5345003760089508, "test_loss_giou_4": 0.5339939723761318, "test_loss_mask": 0.014823163505465078, "test_cardinality_error_unscaled": 292.4504792332268, "test_cardinality_error_0_unscaled": 292.37659744408944, "test_cardinality_error_1_unscaled": 292.37879392971246, "test_cardinality_error_2_unscaled": 292.252196485623, "test_cardinality_error_3_unscaled": 292.46385782747603, "test_cardinality_error_4_unscaled": 292.4428913738019, "test_class_error_unscaled": 9.801361178437741, "test_loss_bbox_unscaled": 0.04483602881526794, "test_loss_bbox_0_unscaled": 0.05451066639667121, "test_loss_bbox_1_unscaled": 0.046113061507384236, "test_loss_bbox_2_unscaled": 0.045235670430544085, "test_loss_bbox_3_unscaled": 0.04505423543909297, "test_loss_bbox_4_unscaled": 0.044991049046714464, "test_loss_ce_unscaled": 0.22093557571165098, "test_loss_ce_0_unscaled": 0.2623120366384427, "test_loss_ce_1_unscaled": 0.24719343527246967, "test_loss_ce_2_unscaled": 0.23490616993401378, "test_loss_ce_3_unscaled": 0.22462493371658812, "test_loss_ce_4_unscaled": 0.22088541495152555, "test_loss_dice_unscaled": 0.28609112128853414, "test_loss_giou_unscaled": 0.26672522533244597, "test_loss_giou_0_unscaled": 0.3265679012567471, "test_loss_giou_1_unscaled": 0.27576239630817984, "test_loss_giou_2_unscaled": 0.2691377992637622, "test_loss_giou_3_unscaled": 0.2672501880044754, "test_loss_giou_4_unscaled": 0.2669969861880659, "test_loss_mask_unscaled": 0.014823163505465078, "test_coco_eval_bbox": [0.40879254883418187, 0.5929020283574238, 0.4381606079362902, 0.2362043476949079, 0.4451406542271829, 0.5468096463008463, 0.334355531391742, 0.5546900784648454, 0.5980882112275467, 0.37436223479547437, 0.6489227070416139, 0.780145270281518], "test_coco_eval_masks": [0.28061006883670925, 0.5088754964742742, 0.2733784372782988, 0.0953153515950458, 0.31582496023121565, 0.47935103651871575, 0.2532800886663935, 0.3939626400840142, 0.41862541410142234, 0.1772898321290562, 0.4736658756848985, 0.6339633218374927], "epoch": 22, "n_parameters": 66735317}
{"train_lr": 0.00019999999999998242, "train_class_error": 7.785206476632336, "train_grad_norm": 76.89645940506392, "train_loss": 7.590462029133439, "train_loss_bbox": 0.22909298050384244, "train_loss_bbox_0": 0.28445567838252034, "train_loss_bbox_1": 0.23737887716673875, "train_loss_bbox_2": 0.22997730563034566, "train_loss_bbox_3": 0.22896262547324994, "train_loss_bbox_4": 0.2295509590795668, "train_loss_ce": 0.4026463675423177, "train_loss_ce_0": 0.48479088898619666, "train_loss_ce_1": 0.4557194908594353, "train_loss_ce_2": 0.4333946546117653, "train_loss_ce_3": 0.41035494019476304, "train_loss_ce_4": 0.4018445064516653, "train_loss_dice": 0.2995983445400897, "train_loss_giou": 0.5198773896881229, "train_loss_giou_0": 0.6267825176368204, "train_loss_giou_1": 0.5373778936566413, "train_loss_giou_2": 0.5225870261011887, "train_loss_giou_3": 0.5200896545444437, "train_loss_giou_4": 0.5206703384835553, "train_loss_mask": 0.015309578274138222, "train_cardinality_error_unscaled": 292.66382050588396, "train_cardinality_error_0_unscaled": 292.6906955904234, "train_cardinality_error_1_unscaled": 292.79030839983767, "train_cardinality_error_2_unscaled": 292.7350196131476, "train_cardinality_error_3_unscaled": 292.8160591099689, "train_cardinality_error_4_unscaled": 292.76049134316247, "train_class_error_unscaled": 7.785206476632336, "train_loss_bbox_unscaled": 0.04581859608464387, "train_loss_bbox_0_unscaled": 0.05689113568950454, "train_loss_bbox_1_unscaled": 0.047475775417071965, "train_loss_bbox_2_unscaled": 0.0459954611038474, "train_loss_bbox_3_unscaled": 0.04579252510306502, "train_loss_bbox_4_unscaled": 0.0459101918362203, "train_loss_ce_unscaled": 0.20132318377115885, "train_loss_ce_0_unscaled": 0.24239544449309833, "train_loss_ce_1_unscaled": 0.22785974542971765, "train_loss_ce_2_unscaled": 0.21669732730588265, "train_loss_ce_3_unscaled": 0.20517747009738152, "train_loss_ce_4_unscaled": 0.20092225322583265, "train_loss_dice_unscaled": 0.2995983445400897, "train_loss_giou_unscaled": 0.25993869484406146, "train_loss_giou_0_unscaled": 0.3133912588184102, "train_loss_giou_1_unscaled": 0.2686889468283207, "train_loss_giou_2_unscaled": 0.26129351305059434, "train_loss_giou_3_unscaled": 0.26004482727222183, "train_loss_giou_4_unscaled": 0.26033516924177763, "train_loss_mask_unscaled": 0.015309578274138222, "test_class_error": 9.638262316060905, "test_loss": 7.957767599306929, "test_loss_bbox": 0.22983042076944163, "test_loss_bbox_0": 0.28633675279137427, "test_loss_bbox_1": 0.23722923278046873, "test_loss_bbox_2": 0.22900300356336295, "test_loss_bbox_3": 0.22905749820482235, "test_loss_bbox_4": 0.23010613605046806, "test_loss_ce": 0.44109294066033045, "test_loss_ce_0": 0.5260465246039077, "test_loss_ce_1": 0.49478539643577113, "test_loss_ce_2": 0.4728591109807499, "test_loss_ce_3": 0.4487071944692264, "test_loss_ce_4": 0.44035686823887565, "test_loss_dice": 0.28709950519445987, "test_loss_giou": 0.5400331517377981, "test_loss_giou_0": 0.65901407428062, "test_loss_giou_1": 0.5615794131169304, "test_loss_giou_2": 0.5450286407249804, "test_loss_giou_3": 0.541108597676975, "test_loss_giou_4": 0.5414491647158187, "test_loss_mask": 0.017044008605348798, "test_cardinality_error_unscaled": 292.00918530351436, "test_cardinality_error_0_unscaled": 291.98562300319486, "test_cardinality_error_1_unscaled": 292.00279552715654, "test_cardinality_error_2_unscaled": 292.1291932907348, "test_cardinality_error_3_unscaled": 292.25678913738017, "test_cardinality_error_4_unscaled": 292.1645367412141, "test_class_error_unscaled": 9.638262316060905, "test_loss_bbox_unscaled": 0.04596608413008455, "test_loss_bbox_0_unscaled": 0.05726735053447108, "test_loss_bbox_1_unscaled": 0.04744584653705073, "test_loss_bbox_2_unscaled": 0.045800600766231075, "test_loss_bbox_3_unscaled": 0.04581149970999541, "test_loss_bbox_4_unscaled": 0.04602122708512381, "test_loss_ce_unscaled": 0.22054647033016522, "test_loss_ce_0_unscaled": 0.26302326230195383, "test_loss_ce_1_unscaled": 0.24739269821788556, "test_loss_ce_2_unscaled": 0.23642955549037495, "test_loss_ce_3_unscaled": 0.2243535972346132, "test_loss_ce_4_unscaled": 0.22017843411943783, "test_loss_dice_unscaled": 0.28709950519445987, "test_loss_giou_unscaled": 0.27001657586889904, "test_loss_giou_0_unscaled": 0.32950703714031, "test_loss_giou_1_unscaled": 0.2807897065584652, "test_loss_giou_2_unscaled": 0.2725143203624902, "test_loss_giou_3_unscaled": 0.2705542988384875, "test_loss_giou_4_unscaled": 0.27072458235790936, "test_loss_mask_unscaled": 0.017044008605348798, "test_coco_eval_bbox": [0.4100873124259613, 0.5947656210139121, 0.44240954350353684, 0.2421460752429726, 0.44373789128626406, 0.5610780779041957, 0.33945818178962944, 0.554496864687287, 0.5950103215663411, 0.3674594736027945, 0.6502149233257564, 0.7913146182589056], "test_coco_eval_masks": [0.28261203720195555, 0.5089120298941292, 0.2774592771746851, 0.09422787659536987, 0.31272325065530265, 0.483460563897054, 0.2558619966979597, 0.3940397615790187, 0.41759769387164153, 0.1754937187387381, 0.4747457609778851, 0.6357338215719802], "epoch": 23, "n_parameters": 66735317}
{"train_lr": 0.00019999999999998242, "train_class_error": 7.6767150475661845, "train_grad_norm": 77.22160252024545, "train_loss": 7.558083641050182, "train_loss_bbox": 0.2276755838066513, "train_loss_bbox_0": 0.2828803209918738, "train_loss_bbox_1": 0.23604537924152258, "train_loss_bbox_2": 0.22891793208065495, "train_loss_bbox_3": 0.22780839359544214, "train_loss_bbox_4": 0.22808204845035412, "train_loss_ce": 0.3994711487195367, "train_loss_ce_0": 0.4815519891087715, "train_loss_ce_1": 0.4526460142164967, "train_loss_ce_2": 0.4302126115610518, "train_loss_ce_3": 0.4067548279343512, "train_loss_ce_4": 0.3990106240517552, "train_loss_dice": 0.29825767735844455, "train_loss_giou": 0.5192518328723026, "train_loss_giou_0": 0.6258125079511774, "train_loss_giou_1": 0.536717518017222, "train_loss_giou_2": 0.5220030260762487, "train_loss_giou_3": 0.5197950035805279, "train_loss_giou_4": 0.5199980488789996, "train_loss_mask": 0.015191145706795842, "train_cardinality_error_unscaled": 292.7084911402678, "train_cardinality_error_0_unscaled": 292.82480894089, "train_cardinality_error_1_unscaled": 292.78401866630594, "train_cardinality_error_2_unscaled": 292.78600534289194, "train_cardinality_error_3_unscaled": 292.7968432977141, "train_cardinality_error_4_unscaled": 292.8089408900311, "train_class_error_unscaled": 7.6767150475661845, "train_loss_bbox_unscaled": 0.04553511677579202, "train_loss_bbox_0_unscaled": 0.056576064210972124, "train_loss_bbox_1_unscaled": 0.047209075849211524, "train_loss_bbox_2_unscaled": 0.04578358639496743, "train_loss_bbox_3_unscaled": 0.04556167870835548, "train_loss_bbox_4_unscaled": 0.045616409690070824, "train_loss_ce_unscaled": 0.19973557435976835, "train_loss_ce_0_unscaled": 0.24077599455438575, "train_loss_ce_1_unscaled": 0.22632300710824835, "train_loss_ce_2_unscaled": 0.2151063057805259, "train_loss_ce_3_unscaled": 0.2033774139671756, "train_loss_ce_4_unscaled": 0.1995053120258776, "train_loss_dice_unscaled": 0.29825767735844455, "train_loss_giou_unscaled": 0.2596259164361513, "train_loss_giou_0_unscaled": 0.3129062539755887, "train_loss_giou_1_unscaled": 0.268358759008611, "train_loss_giou_2_unscaled": 0.26100151303812436, "train_loss_giou_3_unscaled": 0.25989750179026394, "train_loss_giou_4_unscaled": 0.2599990244394998, "train_loss_mask_unscaled": 0.015191145706795842, "test_class_error": 10.136488008042113, "test_loss": 7.954336167905278, "test_loss_bbox": 0.22693804930002925, "test_loss_bbox_0": 0.2866326119667425, "test_loss_bbox_1": 0.23547994838164638, "test_loss_bbox_2": 0.2281627776904609, "test_loss_bbox_3": 0.2269395636483884, "test_loss_bbox_4": 0.22677037324577856, "test_loss_ce": 0.4529606093423435, "test_loss_ce_0": 0.5253041469441435, "test_loss_ce_1": 0.49926419237170355, "test_loss_ce_2": 0.48127789723987396, "test_loss_ce_3": 0.457674417347192, "test_loss_ce_4": 0.45241959750081023, "test_loss_dice": 0.2853708250549274, "test_loss_giou": 0.5379855885101964, "test_loss_giou_0": 0.6458282385009546, "test_loss_giou_1": 0.5542710559627119, "test_loss_giou_2": 0.5397603185222553, "test_loss_giou_3": 0.5374059507641168, "test_loss_giou_4": 0.5377378261889132, "test_loss_mask": 0.01615217012969164, "test_cardinality_error_unscaled": 292.3755990415335, "test_cardinality_error_0_unscaled": 292.3915734824281, "test_cardinality_error_1_unscaled": 292.39716453674123, "test_cardinality_error_2_unscaled": 292.4245207667732, "test_cardinality_error_3_unscaled": 292.4015575079872, "test_cardinality_error_4_unscaled": 292.44708466453676, "test_class_error_unscaled": 10.136488008042113, "test_loss_bbox_unscaled": 0.04538760982906095, "test_loss_bbox_0_unscaled": 0.05732652250998698, "test_loss_bbox_1_unscaled": 0.04709598967751946, "test_loss_bbox_2_unscaled": 0.045632555295293704, "test_loss_bbox_3_unscaled": 0.04538791266659769, "test_loss_bbox_4_unscaled": 0.045354074593216845, "test_loss_ce_unscaled": 0.22648030467117175, "test_loss_ce_0_unscaled": 0.26265207347207176, "test_loss_ce_1_unscaled": 0.24963209618585178, "test_loss_ce_2_unscaled": 0.24063894861993698, "test_loss_ce_3_unscaled": 0.228837208673596, "test_loss_ce_4_unscaled": 0.22620979875040512, "test_loss_dice_unscaled": 0.2853708250549274, "test_loss_giou_unscaled": 0.2689927942550982, "test_loss_giou_0_unscaled": 0.3229141192504773, "test_loss_giou_1_unscaled": 0.27713552798135593, "test_loss_giou_2_unscaled": 0.26988015926112763, "test_loss_giou_3_unscaled": 0.2687029753820584, "test_loss_giou_4_unscaled": 0.2688689130944566, "test_loss_mask_unscaled": 0.01615217012969164, "test_coco_eval_bbox": [0.40831551108533365, 0.5902286719705915, 0.43730455288062636, 0.23274675165539196, 0.44231487871041963, 0.5542357554727397, 0.3374715204740474, 0.5511833051306309, 0.5923443721466068, 0.3611192515884449, 0.6386437904898302, 0.7985734021448994], "test_coco_eval_masks": [0.28608021093837027, 0.5115190786211467, 0.2809202218051365, 0.09663784386781268, 0.3199081310815267, 0.4785387260974676, 0.25850057939069443, 0.39877466682058305, 0.4227051714855187, 0.18269162204784462, 0.47546136989871174, 0.6402304173539793], "epoch": 24, "n_parameters": 66735317}
{"train_lr": 0.00019999999999998242, "train_class_error": 7.525073379878825, "train_grad_norm": 76.70920381684047, "train_loss": 7.510398434863819, "train_loss_bbox": 0.2271559593104855, "train_loss_bbox_0": 0.2811127944774981, "train_loss_bbox_1": 0.23515420579287868, "train_loss_bbox_2": 0.22808149028768498, "train_loss_bbox_3": 0.22706193094358834, "train_loss_bbox_4": 0.22752024607835433, "train_loss_ce": 0.3952773834506762, "train_loss_ce_0": 0.47902972130544547, "train_loss_ce_1": 0.4491889581827999, "train_loss_ce_2": 0.4265763921907302, "train_loss_ce_3": 0.4029406085922804, "train_loss_ce_4": 0.39483526909801225, "train_loss_dice": 0.2961294759691253, "train_loss_giou": 0.5166913915209368, "train_loss_giou_0": 0.6212446445398396, "train_loss_giou_1": 0.5336060432398995, "train_loss_giou_2": 0.5194101276537022, "train_loss_giou_3": 0.5169224062203619, "train_loss_giou_4": 0.5173663429751636, "train_loss_mask": 0.015093048491656184, "train_cardinality_error_unscaled": 292.7832324496145, "train_cardinality_error_0_unscaled": 292.8532480048695, "train_cardinality_error_1_unscaled": 292.80987927769513, "train_cardinality_error_2_unscaled": 292.7453334235087, "train_cardinality_error_3_unscaled": 292.82722676856486, "train_cardinality_error_4_unscaled": 292.80642161504124, "train_class_error_unscaled": 7.525073379878825, "train_loss_bbox_unscaled": 0.04543119186406229, "train_loss_bbox_0_unscaled": 0.05622255891545384, "train_loss_bbox_1_unscaled": 0.04703084117737099, "train_loss_bbox_2_unscaled": 0.04561629804902118, "train_loss_bbox_3_unscaled": 0.045412386194512454, "train_loss_bbox_4_unscaled": 0.04550404924016013, "train_loss_ce_unscaled": 0.1976386917253381, "train_loss_ce_0_unscaled": 0.23951486065272273, "train_loss_ce_1_unscaled": 0.22459447909139996, "train_loss_ce_2_unscaled": 0.2132881960953651, "train_loss_ce_3_unscaled": 0.2014703042961402, "train_loss_ce_4_unscaled": 0.19741763454900613, "train_loss_dice_unscaled": 0.2961294759691253, "train_loss_giou_unscaled": 0.2583456957604684, "train_loss_giou_0_unscaled": 0.3106223222699198, "train_loss_giou_1_unscaled": 0.26680302161994973, "train_loss_giou_2_unscaled": 0.2597050638268511, "train_loss_giou_3_unscaled": 0.25846120311018095, "train_loss_giou_4_unscaled": 0.2586831714875818, "train_loss_mask_unscaled": 0.015093048491656184, "test_class_error": 10.03193545570008, "test_loss": 7.883001683999936, "test_loss_bbox": 0.22437545338187354, "test_loss_bbox_0": 0.27739815118785105, "test_loss_bbox_1": 0.2321279679243557, "test_loss_bbox_2": 0.2263666770328729, "test_loss_bbox_3": 0.2251513228058434, "test_loss_bbox_4": 0.2251373918863912, "test_loss_ce": 0.44872423616080237, "test_loss_ce_0": 0.5217112560813039, "test_loss_ce_1": 0.49401228734479546, "test_loss_ce_2": 0.47434671561177166, "test_loss_ce_3": 0.455602752038846, "test_loss_ce_4": 0.4489311738707387, "test_loss_dice": 0.28291287551672695, "test_loss_giou": 0.5325097773021783, "test_loss_giou_0": 0.6463168823300078, "test_loss_giou_1": 0.5512403326864821, "test_loss_giou_2": 0.5354278248529465, "test_loss_giou_3": 0.5330791225829444, "test_loss_giou_4": 0.5328537715128816, "test_loss_mask": 0.01477572237239621, "test_cardinality_error_unscaled": 292.3065095846645, "test_cardinality_error_0_unscaled": 292.40595047923324, "test_cardinality_error_1_unscaled": 292.3384584664537, "test_cardinality_error_2_unscaled": 292.14456869009587, "test_cardinality_error_3_unscaled": 292.3871805111821, "test_cardinality_error_4_unscaled": 292.2110623003195, "test_class_error_unscaled": 10.03193545570008, "test_loss_bbox_unscaled": 0.044875090596632077, "test_loss_bbox_0_unscaled": 0.055479630256613226, "test_loss_bbox_1_unscaled": 0.04642559364200019, "test_loss_bbox_2_unscaled": 0.04527333548393684, "test_loss_bbox_3_unscaled": 0.045030264511180765, "test_loss_bbox_4_unscaled": 0.04502747844630918, "test_loss_ce_unscaled": 0.22436211808040118, "test_loss_ce_0_unscaled": 0.26085562804065193, "test_loss_ce_1_unscaled": 0.24700614367239773, "test_loss_ce_2_unscaled": 0.23717335780588583, "test_loss_ce_3_unscaled": 0.227801376019423, "test_loss_ce_4_unscaled": 0.22446558693536936, "test_loss_dice_unscaled": 0.28291287551672695, "test_loss_giou_unscaled": 0.26625488865108915, "test_loss_giou_0_unscaled": 0.3231584411650039, "test_loss_giou_1_unscaled": 0.27562016634324105, "test_loss_giou_2_unscaled": 0.26771391242647324, "test_loss_giou_3_unscaled": 0.2665395612914722, "test_loss_giou_4_unscaled": 0.2664268857564408, "test_loss_mask_unscaled": 0.01477572237239621, "test_coco_eval_bbox": [0.40420072536202034, 0.5887177172745676, 0.4341095560935066, 0.23288547816252747, 0.43307010859289624, 0.5519155018108246, 0.3331452999491617, 0.549072785092977, 0.5929591931397895, 0.3728354125085581, 0.6358939748719118, 0.7850329861674068], "test_coco_eval_masks": [0.276551146858666, 0.5083131855793206, 0.26937227717793844, 0.09265753101393508, 0.3118982361658814, 0.47548306197115237, 0.251325422770253, 0.3898738642306544, 0.4161507147841305, 0.18142008484305186, 0.46635037209982466, 0.6253019251421676], "epoch": 25, "n_parameters": 66735317}
{"train_lr": 0.00019999999999998242, "train_class_error": 7.479315846565853, "train_grad_norm": 79.86541953255194, "train_loss": 7.490341960118037, "train_loss_bbox": 0.22650867101043387, "train_loss_bbox_0": 0.281130650335585, "train_loss_bbox_1": 0.23455229187735713, "train_loss_bbox_2": 0.22732668594241418, "train_loss_bbox_3": 0.2265083859624873, "train_loss_bbox_4": 0.22697977841416409, "train_loss_ce": 0.39403943650764106, "train_loss_ce_0": 0.4761330687062885, "train_loss_ce_1": 0.4468045418480648, "train_loss_ce_2": 0.4246094754454765, "train_loss_ce_3": 0.401525391870675, "train_loss_ce_4": 0.39331646719321367, "train_loss_dice": 0.29524810923003675, "train_loss_giou": 0.515709777732881, "train_loss_giou_0": 0.6207984180431413, "train_loss_giou_1": 0.5331075478999714, "train_loss_giou_2": 0.5184277156124769, "train_loss_giou_3": 0.5160440842623674, "train_loss_giou_4": 0.5165479327754208, "train_loss_mask": 0.015023535547265801, "train_cardinality_error_unscaled": 292.723285540376, "train_cardinality_error_0_unscaled": 292.9306015825781, "train_cardinality_error_1_unscaled": 292.84453198972, "train_cardinality_error_2_unscaled": 292.70963242256187, "train_cardinality_error_3_unscaled": 292.8140217097254, "train_cardinality_error_4_unscaled": 292.70583660219125, "train_class_error_unscaled": 7.479315846565853, "train_loss_bbox_unscaled": 0.04530173420893974, "train_loss_bbox_0_unscaled": 0.05622613004408903, "train_loss_bbox_1_unscaled": 0.04691045835335047, "train_loss_bbox_2_unscaled": 0.04546533717981585, "train_loss_bbox_3_unscaled": 0.04530167717188818, "train_loss_bbox_4_unscaled": 0.045395955698100815, "train_loss_ce_unscaled": 0.19701971825382053, "train_loss_ce_0_unscaled": 0.23806653435314426, "train_loss_ce_1_unscaled": 0.2234022709240324, "train_loss_ce_2_unscaled": 0.21230473772273825, "train_loss_ce_3_unscaled": 0.2007626959353375, "train_loss_ce_4_unscaled": 0.19665823359660684, "train_loss_dice_unscaled": 0.29524810923003675, "train_loss_giou_unscaled": 0.2578548888664405, "train_loss_giou_0_unscaled": 0.31039920902157064, "train_loss_giou_1_unscaled": 0.2665537739499857, "train_loss_giou_2_unscaled": 0.25921385780623846, "train_loss_giou_3_unscaled": 0.2580220421311837, "train_loss_giou_4_unscaled": 0.2582739663877104, "train_loss_mask_unscaled": 0.015023535547265801, "test_class_error": 10.027329028985752, "test_loss": 7.902468524420985, "test_loss_bbox": 0.2253308101964835, "test_loss_bbox_0": 0.27693166152928206, "test_loss_bbox_1": 0.23294935787257295, "test_loss_bbox_2": 0.2265085509885995, "test_loss_bbox_3": 0.22537979631187816, "test_loss_bbox_4": 0.22578826241980726, "test_loss_ce": 0.44643932328627894, "test_loss_ce_0": 0.5261397544568339, "test_loss_ce_1": 0.4977591407184784, "test_loss_ce_2": 0.47774380140792067, "test_loss_ce_3": 0.4529213853918325, "test_loss_ce_4": 0.44680712331598177, "test_loss_dice": 0.2845483546535047, "test_loss_giou": 0.535485180517355, "test_loss_giou_0": 0.6464949194996502, "test_loss_giou_1": 0.5532258229133801, "test_loss_giou_2": 0.5371065761525029, "test_loss_giou_3": 0.5342962378130173, "test_loss_giou_4": 0.5351699852524474, "test_loss_mask": 0.015442477760854336, "test_cardinality_error_unscaled": 292.22903354632587, "test_cardinality_error_0_unscaled": 292.42771565495207, "test_cardinality_error_1_unscaled": 292.4345047923323, "test_cardinality_error_2_unscaled": 292.12579872204475, "test_cardinality_error_3_unscaled": 292.41533546325877, "test_cardinality_error_4_unscaled": 292.2787539936102, "test_class_error_unscaled": 10.027329028985752, "test_loss_bbox_unscaled": 0.04506616209285518, "test_loss_bbox_0_unscaled": 0.055386332348703195, "test_loss_bbox_1_unscaled": 0.04658987166615911, "test_loss_bbox_2_unscaled": 0.04530171016320443, "test_loss_bbox_3_unscaled": 0.04507595940995902, "test_loss_bbox_4_unscaled": 0.04515765247324976, "test_loss_ce_unscaled": 0.22321966164313947, "test_loss_ce_0_unscaled": 0.26306987722841696, "test_loss_ce_1_unscaled": 0.2488795703592392, "test_loss_ce_2_unscaled": 0.23887190070396033, "test_loss_ce_3_unscaled": 0.22646069269591626, "test_loss_ce_4_unscaled": 0.22340356165799088, "test_loss_dice_unscaled": 0.2845483546535047, "test_loss_giou_unscaled": 0.2677425902586775, "test_loss_giou_0_unscaled": 0.3232474597498251, "test_loss_giou_1_unscaled": 0.27661291145669004, "test_loss_giou_2_unscaled": 0.26855328807625145, "test_loss_giou_3_unscaled": 0.26714811890650864, "test_loss_giou_4_unscaled": 0.2675849926262237, "test_loss_mask_unscaled": 0.015442477760854336, "test_coco_eval_bbox": [0.40591563763365074, 0.593015985101753, 0.4357314449367534, 0.23425789992968912, 0.44248665618210026, 0.5537078003901655, 0.3343201605621548, 0.5511033579251842, 0.5935801755911353, 0.3617320060978112, 0.6417827114557392, 0.7900098048593286], "test_coco_eval_masks": [0.27619964944601394, 0.5066588531516739, 0.2680351297982986, 0.09723736301687852, 0.3147803802685677, 0.46370530964467194, 0.2519924413091451, 0.3901980745970387, 0.4150943952775689, 0.17828873920803148, 0.47713770237483916, 0.6186770212811848], "epoch": 26, "n_parameters": 66735317}
{"train_lr": 0.00019999999999998242, "train_class_error": 7.341922918289001, "train_grad_norm": 84.24304126412882, "train_loss": 7.464259264708758, "train_loss_bbox": 0.22613535965450818, "train_loss_bbox_0": 0.2799577500530562, "train_loss_bbox_1": 0.2340788304398609, "train_loss_bbox_2": 0.22706544246682292, "train_loss_bbox_3": 0.22603686678140295, "train_loss_bbox_4": 0.22660254318724138, "train_loss_ce": 0.3922406973353294, "train_loss_ce_0": 0.4762909133710349, "train_loss_ce_1": 0.44700537078776925, "train_loss_ce_2": 0.42319526684497055, "train_loss_ce_3": 0.40017035434819453, "train_loss_ce_4": 0.3917095103453158, "train_loss_dice": 0.293491669538362, "train_loss_giou": 0.5131796685265508, "train_loss_giou_0": 0.6183713886785552, "train_loss_giou_1": 0.5302363693891513, "train_loss_giou_2": 0.5161158494277428, "train_loss_giou_3": 0.5133788119157532, "train_loss_giou_4": 0.5139837143193171, "train_loss_mask": 0.015012890753967001, "train_cardinality_error_unscaled": 292.4317682267009, "train_cardinality_error_0_unscaled": 292.4916221425673, "train_cardinality_error_1_unscaled": 292.61534559718655, "train_cardinality_error_2_unscaled": 292.21286182875696, "train_cardinality_error_3_unscaled": 292.1978898958474, "train_cardinality_error_4_unscaled": 292.48835046665766, "train_class_error_unscaled": 7.341922918289001, "train_loss_bbox_unscaled": 0.04522707192994423, "train_loss_bbox_0_unscaled": 0.05599154997780772, "train_loss_bbox_1_unscaled": 0.04681576609794929, "train_loss_bbox_2_unscaled": 0.045413088523346294, "train_loss_bbox_3_unscaled": 0.04520737335119126, "train_loss_bbox_4_unscaled": 0.045320508637801, "train_loss_ce_unscaled": 0.1961203486676647, "train_loss_ce_0_unscaled": 0.23814545668551745, "train_loss_ce_1_unscaled": 0.22350268539388463, "train_loss_ce_2_unscaled": 0.21159763342248528, "train_loss_ce_3_unscaled": 0.20008517717409727, "train_loss_ce_4_unscaled": 0.1958547551726579, "train_loss_dice_unscaled": 0.293491669538362, "train_loss_giou_unscaled": 0.2565898342632754, "train_loss_giou_0_unscaled": 0.3091856943392776, "train_loss_giou_1_unscaled": 0.26511818469457565, "train_loss_giou_2_unscaled": 0.2580579247138714, "train_loss_giou_3_unscaled": 0.2566894059578766, "train_loss_giou_4_unscaled": 0.25699185715965855, "train_loss_mask_unscaled": 0.015012890753967001, "test_class_error": 9.873007481852278, "test_loss": 7.886097269698073, "test_loss_bbox": 0.22452103077603605, "test_loss_bbox_0": 0.27292637950696125, "test_loss_bbox_1": 0.2321057147301805, "test_loss_bbox_2": 0.2249936372184525, "test_loss_bbox_3": 0.2246647583314786, "test_loss_bbox_4": 0.2251990745052362, "test_loss_ce": 0.4455605856717204, "test_loss_ce_0": 0.5286537541177707, "test_loss_ce_1": 0.4928109386858468, "test_loss_ce_2": 0.4741351603509519, "test_loss_ce_3": 0.4526009745300768, "test_loss_ce_4": 0.4453628595454243, "test_loss_dice": 0.28230803866927234, "test_loss_giou": 0.535030660537866, "test_loss_giou_0": 0.6474583584089249, "test_loss_giou_1": 0.5526969290008179, "test_loss_giou_2": 0.5379836774481752, "test_loss_giou_3": 0.5355536097916551, "test_loss_giou_4": 0.536587440072538, "test_loss_mask": 0.014943713581147856, "test_cardinality_error_unscaled": 291.7340255591054, "test_cardinality_error_0_unscaled": 292.04852236421726, "test_cardinality_error_1_unscaled": 291.71825079872207, "test_cardinality_error_2_unscaled": 291.71365814696486, "test_cardinality_error_3_unscaled": 291.8628194888179, "test_cardinality_error_4_unscaled": 291.8997603833866, "test_class_error_unscaled": 9.873007481852278, "test_loss_bbox_unscaled": 0.044904205989771, "test_loss_bbox_0_unscaled": 0.05458527572524433, "test_loss_bbox_1_unscaled": 0.04642114307457647, "test_loss_bbox_2_unscaled": 0.04499872734609503, "test_loss_bbox_3_unscaled": 0.044932951710332694, "test_loss_bbox_4_unscaled": 0.04503981484629856, "test_loss_ce_unscaled": 0.2227802928358602, "test_loss_ce_0_unscaled": 0.26432687705888536, "test_loss_ce_1_unscaled": 0.2464054693429234, "test_loss_ce_2_unscaled": 0.23706758017547594, "test_loss_ce_3_unscaled": 0.2263004872650384, "test_loss_ce_4_unscaled": 0.22268142977271216, "test_loss_dice_unscaled": 0.28230803866927234, "test_loss_giou_unscaled": 0.267515330268933, "test_loss_giou_0_unscaled": 0.3237291792044624, "test_loss_giou_1_unscaled": 0.27634846450040895, "test_loss_giou_2_unscaled": 0.2689918387240876, "test_loss_giou_3_unscaled": 0.26777680489582756, "test_loss_giou_4_unscaled": 0.268293720036269, "test_loss_mask_unscaled": 0.014943713581147856, "test_coco_eval_bbox": [0.4098347304776578, 0.5960617774830929, 0.43764663040557955, 0.23491290572145093, 0.4435788681072146, 0.5491146495399423, 0.33880514509335385, 0.5563977863493069, 0.597229242463969, 0.37108805160404645, 0.6417970340704696, 0.7924036792334145], "test_coco_eval_masks": [0.28351346920292275, 0.5140985738031656, 0.2748251075773747, 0.09777850563727034, 0.322058346131473, 0.47428830762760993, 0.2579676369746218, 0.39969561143937304, 0.4240965633819293, 0.18602989283493276, 0.4797807029260364, 0.6398690651593115], "epoch": 27, "n_parameters": 66735317}
{"train_lr": 0.00019999999999998242, "train_class_error": 7.223666194003505, "train_grad_norm": 79.31474427546085, "train_loss": 7.433312851505804, "train_loss_bbox": 0.22432442351492432, "train_loss_bbox_0": 0.2786806793161614, "train_loss_bbox_1": 0.23243732663141314, "train_loss_bbox_2": 0.2253991884081028, "train_loss_bbox_3": 0.22434750899327843, "train_loss_bbox_4": 0.22485196402269467, "train_loss_ce": 0.3893873010999244, "train_loss_ce_0": 0.4738338646507547, "train_loss_ce_1": 0.4448588774339862, "train_loss_ce_2": 0.42080713492897165, "train_loss_ce_3": 0.396944637161041, "train_loss_ce_4": 0.38877645113963843, "train_loss_dice": 0.29270442127052737, "train_loss_giou": 0.5123478515769283, "train_loss_giou_0": 0.6178654995207113, "train_loss_giou_1": 0.529736828073571, "train_loss_giou_2": 0.5153000958794979, "train_loss_giou_3": 0.5127383381870043, "train_loss_giou_4": 0.5131543091668758, "train_loss_mask": 0.01481615097882889, "train_cardinality_error_unscaled": 292.5360391586636, "train_cardinality_error_0_unscaled": 292.69171851751656, "train_cardinality_error_1_unscaled": 292.54835655349655, "train_cardinality_error_2_unscaled": 292.59000913025835, "train_cardinality_error_3_unscaled": 292.70453469498176, "train_cardinality_error_4_unscaled": 292.74120789936427, "train_class_error_unscaled": 7.223666194003505, "train_loss_bbox_unscaled": 0.0448648847118534, "train_loss_bbox_0_unscaled": 0.05573613581762986, "train_loss_bbox_1_unscaled": 0.046487465340593226, "train_loss_bbox_2_unscaled": 0.04507983766846892, "train_loss_bbox_3_unscaled": 0.044869501772553964, "train_loss_bbox_4_unscaled": 0.044970392769921395, "train_loss_ce_unscaled": 0.1946936505499622, "train_loss_ce_0_unscaled": 0.23691693232537736, "train_loss_ce_1_unscaled": 0.2224294387169931, "train_loss_ce_2_unscaled": 0.21040356746448582, "train_loss_ce_3_unscaled": 0.1984723185805205, "train_loss_ce_4_unscaled": 0.19438822556981922, "train_loss_dice_unscaled": 0.29270442127052737, "train_loss_giou_unscaled": 0.25617392578846415, "train_loss_giou_0_unscaled": 0.3089327497603557, "train_loss_giou_1_unscaled": 0.2648684140367855, "train_loss_giou_2_unscaled": 0.25765004793974894, "train_loss_giou_3_unscaled": 0.25636916909350216, "train_loss_giou_4_unscaled": 0.2565771545834379, "train_loss_mask_unscaled": 0.01481615097882889, "test_class_error": 9.720051686222941, "test_loss": 7.7373802684747375, "test_loss_bbox": 0.22004388234676264, "test_loss_bbox_0": 0.273226069042477, "test_loss_bbox_1": 0.22651415863357033, "test_loss_bbox_2": 0.21986543089627458, "test_loss_bbox_3": 0.21983527794432717, "test_loss_bbox_4": 0.22003391008978834, "test_loss_ce": 0.4341895285124977, "test_loss_ce_0": 0.51485037356139, "test_loss_ce_1": 0.48942988282575395, "test_loss_ce_2": 0.4641357694094935, "test_loss_ce_3": 0.44177747191712496, "test_loss_ce_4": 0.4356885671901246, "test_loss_dice": 0.2767636250383176, "test_loss_giou": 0.5255659093110325, "test_loss_giou_0": 0.6320922226189806, "test_loss_giou_1": 0.5449468461088479, "test_loss_giou_2": 0.5302501413197563, "test_loss_giou_3": 0.5268338482600813, "test_loss_giou_4": 0.5267781526707231, "test_loss_mask": 0.014559159550768213, "test_cardinality_error_unscaled": 291.5081869009585, "test_cardinality_error_0_unscaled": 292.23801916932905, "test_cardinality_error_1_unscaled": 291.7787539936102, "test_cardinality_error_2_unscaled": 292.0425319488818, "test_cardinality_error_3_unscaled": 291.98142971246006, "test_cardinality_error_4_unscaled": 291.9031549520767, "test_class_error_unscaled": 9.720051686222941, "test_loss_bbox_unscaled": 0.04400877646816234, "test_loss_bbox_0_unscaled": 0.05464521384896181, "test_loss_bbox_1_unscaled": 0.04530283171362199, "test_loss_bbox_2_unscaled": 0.04397308609832209, "test_loss_bbox_3_unscaled": 0.04396705559124581, "test_loss_bbox_4_unscaled": 0.04400678196201881, "test_loss_ce_unscaled": 0.21709476425624885, "test_loss_ce_0_unscaled": 0.257425186780695, "test_loss_ce_1_unscaled": 0.24471494141287697, "test_loss_ce_2_unscaled": 0.23206788470474676, "test_loss_ce_3_unscaled": 0.22088873595856248, "test_loss_ce_4_unscaled": 0.2178442835950623, "test_loss_dice_unscaled": 0.2767636250383176, "test_loss_giou_unscaled": 0.26278295465551627, "test_loss_giou_0_unscaled": 0.3160461113094903, "test_loss_giou_1_unscaled": 0.27247342305442396, "test_loss_giou_2_unscaled": 0.26512507065987817, "test_loss_giou_3_unscaled": 0.26341692413004064, "test_loss_giou_4_unscaled": 0.26338907633536157, "test_loss_mask_unscaled": 0.014559159550768213, "test_coco_eval_bbox": [0.4135964586458382, 0.6020581826568049, 0.4442499087275759, 0.23306670687378728, 0.4508575934970638, 0.5559538691681923, 0.33719129703047507, 0.5573947758261518, 0.5996539338516627, 0.36775840333747295, 0.6508474102347378, 0.7914462801292226], "test_coco_eval_masks": [0.286913227508078, 0.5162076301179617, 0.28343070785596913, 0.09434605632496579, 0.3247786132196981, 0.48698612503738764, 0.2567259107198488, 0.39990546226017054, 0.4249791992280509, 0.18292060659603282, 0.48020574664030435, 0.642605620350528], "epoch": 28, "n_parameters": 66735317}
{"train_lr": 0.00019999999999998242, "train_class_error": 7.137324411685551, "train_grad_norm": 84.73893417261392, "train_loss": 7.40654230153272, "train_loss_bbox": 0.22350287155358955, "train_loss_bbox_0": 0.277461573513809, "train_loss_bbox_1": 0.23179340761834644, "train_loss_bbox_2": 0.22484477929469618, "train_loss_bbox_3": 0.22364053998863553, "train_loss_bbox_4": 0.2240175359202031, "train_loss_ce": 0.387862680595024, "train_loss_ce_0": 0.4718465142452909, "train_loss_ce_1": 0.4415324700651868, "train_loss_ce_2": 0.4180946639373276, "train_loss_ce_3": 0.3951183759733222, "train_loss_ce_4": 0.38718470281432676, "train_loss_dice": 0.2915461973307195, "train_loss_giou": 0.5110278266596565, "train_loss_giou_0": 0.616469437277367, "train_loss_giou_1": 0.5284175023216848, "train_loss_giou_2": 0.5141176304644022, "train_loss_giou_3": 0.5114204187677304, "train_loss_giou_4": 0.5118417672124619, "train_loss_mask": 0.014801408309072768, "train_cardinality_error_unscaled": 292.4687373190856, "train_cardinality_error_0_unscaled": 292.73278777221697, "train_cardinality_error_1_unscaled": 292.09450662789123, "train_cardinality_error_2_unscaled": 292.09179291221426, "train_cardinality_error_3_unscaled": 292.156617746517, "train_cardinality_error_4_unscaled": 292.56634654402814, "train_class_error_unscaled": 7.137324411685551, "train_loss_bbox_unscaled": 0.04470057432155164, "train_loss_bbox_0_unscaled": 0.05549231469812597, "train_loss_bbox_1_unscaled": 0.046358681520343586, "train_loss_bbox_2_unscaled": 0.04496895587259477, "train_loss_bbox_3_unscaled": 0.04472810799178115, "train_loss_bbox_4_unscaled": 0.04480350716801679, "train_loss_ce_unscaled": 0.193931340297512, "train_loss_ce_0_unscaled": 0.23592325712264545, "train_loss_ce_1_unscaled": 0.2207662350325934, "train_loss_ce_2_unscaled": 0.2090473319686638, "train_loss_ce_3_unscaled": 0.1975591879866611, "train_loss_ce_4_unscaled": 0.19359235140716338, "train_loss_dice_unscaled": 0.2915461973307195, "train_loss_giou_unscaled": 0.25551391332982826, "train_loss_giou_0_unscaled": 0.3082347186386835, "train_loss_giou_1_unscaled": 0.2642087511608424, "train_loss_giou_2_unscaled": 0.2570588152322011, "train_loss_giou_3_unscaled": 0.2557102093838652, "train_loss_giou_4_unscaled": 0.25592088360623094, "train_loss_mask_unscaled": 0.014801408309072768, "test_class_error": 9.685518645630857, "test_loss": 7.843083764036623, "test_loss_bbox": 0.2225478928500471, "test_loss_bbox_0": 0.26823141333013295, "test_loss_bbox_1": 0.2291263715622905, "test_loss_bbox_2": 0.2235861316370888, "test_loss_bbox_3": 0.22309961829322594, "test_loss_bbox_4": 0.22315846845364798, "test_loss_ce": 0.44524516931737956, "test_loss_ce_0": 0.5246667478221674, "test_loss_ce_1": 0.49569401840051525, "test_loss_ce_2": 0.4756758892878938, "test_loss_ce_3": 0.4553205226176082, "test_loss_ce_4": 0.44612704726834645, "test_loss_dice": 0.2786418693229413, "test_loss_giou": 0.5298064003546779, "test_loss_giou_0": 0.6390970898702883, "test_loss_giou_1": 0.5493537403714542, "test_loss_giou_2": 0.5345338121199379, "test_loss_giou_3": 0.5318733229995155, "test_loss_giou_4": 0.5311182482174029, "test_loss_mask": 0.01618001922316397, "test_cardinality_error_unscaled": 292.4618610223642, "test_cardinality_error_0_unscaled": 292.5531150159744, "test_cardinality_error_1_unscaled": 292.47723642172525, "test_cardinality_error_2_unscaled": 292.2907348242812, "test_cardinality_error_3_unscaled": 292.48382587859425, "test_cardinality_error_4_unscaled": 292.4546725239617, "test_class_error_unscaled": 9.685518645630857, "test_loss_bbox_unscaled": 0.044509578591432813, "test_loss_bbox_0_unscaled": 0.05364628281360998, "test_loss_bbox_1_unscaled": 0.045825274274372066, "test_loss_bbox_2_unscaled": 0.04471722642144266, "test_loss_bbox_3_unscaled": 0.04461992367768821, "test_loss_bbox_4_unscaled": 0.04463169359551451, "test_loss_ce_unscaled": 0.22262258465868978, "test_loss_ce_0_unscaled": 0.2623333739110837, "test_loss_ce_1_unscaled": 0.24784700920025762, "test_loss_ce_2_unscaled": 0.2378379446439469, "test_loss_ce_3_unscaled": 0.2276602613088041, "test_loss_ce_4_unscaled": 0.22306352363417323, "test_loss_dice_unscaled": 0.2786418693229413, "test_loss_giou_unscaled": 0.2649032001773389, "test_loss_giou_0_unscaled": 0.3195485449351442, "test_loss_giou_1_unscaled": 0.2746768701857271, "test_loss_giou_2_unscaled": 0.26726690605996895, "test_loss_giou_3_unscaled": 0.26593666149975775, "test_loss_giou_4_unscaled": 0.26555912410870147, "test_loss_mask_unscaled": 0.01618001922316397, "test_coco_eval_bbox": [0.4090331523605917, 0.5931580213567882, 0.44042372398518626, 0.24113188960568346, 0.44222062732506967, 0.5442449054710413, 0.3356916468633868, 0.555842327714061, 0.5966653258401827, 0.3770990810728165, 0.6426159831218559, 0.7753803131187428], "test_coco_eval_masks": [0.2819548940229797, 0.5121263857551214, 0.2738468866834942, 0.09994080151609575, 0.3167458142763626, 0.4837165678451221, 0.25479532543055017, 0.3971686360527176, 0.42147425773283886, 0.18882964708474909, 0.4733036828146115, 0.627218372175726], "epoch": 29, "n_parameters": 66735317}
{"train_lr": 0.00019999999999998242, "train_class_error": 7.083938461702569, "train_grad_norm": 83.23631453336728, "train_loss": 7.370067477435877, "train_loss_bbox": 0.22255334007240965, "train_loss_bbox_0": 0.2764294720116897, "train_loss_bbox_1": 0.2307274326809072, "train_loss_bbox_2": 0.22381871454261498, "train_loss_bbox_3": 0.2226165384860415, "train_loss_bbox_4": 0.222907322486763, "train_loss_ce": 0.38521420381218496, "train_loss_ce_0": 0.4691026682026828, "train_loss_ce_1": 0.4393978131110881, "train_loss_ce_2": 0.4152159288890401, "train_loss_ce_3": 0.3926174459213271, "train_loss_ce_4": 0.3847404312985878, "train_loss_dice": 0.28980165165500715, "train_loss_giou": 0.5090140294846478, "train_loss_giou_0": 0.6135957066831869, "train_loss_giou_1": 0.5262266890264631, "train_loss_giou_2": 0.5121153977494367, "train_loss_giou_3": 0.5094199150187969, "train_loss_giou_4": 0.5098385683890851, "train_loss_mask": 0.01471420351857284, "train_cardinality_error_unscaled": 292.63811206546734, "train_cardinality_error_0_unscaled": 292.6610307047207, "train_cardinality_error_1_unscaled": 292.49400615447047, "train_cardinality_error_2_unscaled": 291.5653574327066, "train_cardinality_error_3_unscaled": 292.3617864872176, "train_cardinality_error_4_unscaled": 292.6483075206276, "train_class_error_unscaled": 7.083938461702569, "train_loss_bbox_unscaled": 0.044510668007074684, "train_loss_bbox_0_unscaled": 0.05528589435215008, "train_loss_bbox_1_unscaled": 0.04614548653466976, "train_loss_bbox_2_unscaled": 0.04476374292656241, "train_loss_bbox_3_unscaled": 0.04452330770063478, "train_loss_bbox_4_unscaled": 0.044581464512066314, "train_loss_ce_unscaled": 0.19260710190609248, "train_loss_ce_0_unscaled": 0.2345513341013414, "train_loss_ce_1_unscaled": 0.21969890655554405, "train_loss_ce_2_unscaled": 0.20760796444452004, "train_loss_ce_3_unscaled": 0.19630872296066354, "train_loss_ce_4_unscaled": 0.1923702156492939, "train_loss_dice_unscaled": 0.28980165165500715, "train_loss_giou_unscaled": 0.2545070147423239, "train_loss_giou_0_unscaled": 0.30679785334159343, "train_loss_giou_1_unscaled": 0.26311334451323154, "train_loss_giou_2_unscaled": 0.25605769887471835, "train_loss_giou_3_unscaled": 0.25470995750939845, "train_loss_giou_4_unscaled": 0.2549192841945426, "train_loss_mask_unscaled": 0.01471420351857284, "test_class_error": 9.662637302288994, "test_loss": 7.826237037159003, "test_loss_bbox": 0.22316194932681685, "test_loss_bbox_0": 0.27204400743729773, "test_loss_bbox_1": 0.23004795668033745, "test_loss_bbox_2": 0.22511503133720484, "test_loss_bbox_3": 0.22371497559852113, "test_loss_bbox_4": 0.22412959469583468, "test_loss_ce": 0.441306448973025, "test_loss_ce_0": 0.5200070442673498, "test_loss_ce_1": 0.49230389349376813, "test_loss_ce_2": 0.47011178741439846, "test_loss_ce_3": 0.44978478903206776, "test_loss_ce_4": 0.44275192321298984, "test_loss_dice": 0.27884214507124294, "test_loss_giou": 0.5298363158878047, "test_loss_giou_0": 0.6419285419649972, "test_loss_giou_1": 0.5487882334012955, "test_loss_giou_2": 0.5350490887515461, "test_loss_giou_3": 0.5309368387197915, "test_loss_giou_4": 0.530965089131468, "test_loss_mask": 0.015411331415021667, "test_cardinality_error_unscaled": 291.4886182108626, "test_cardinality_error_0_unscaled": 291.4357028753994, "test_cardinality_error_1_unscaled": 291.71246006389777, "test_cardinality_error_2_unscaled": 287.8288738019169, "test_cardinality_error_3_unscaled": 290.3716054313099, "test_cardinality_error_4_unscaled": 291.75199680511184, "test_class_error_unscaled": 9.662637302288994, "test_loss_bbox_unscaled": 0.044632389820136203, "test_loss_bbox_0_unscaled": 0.05440880134463691, "test_loss_bbox_1_unscaled": 0.04600959139676711, "test_loss_bbox_2_unscaled": 0.04502300631861907, "test_loss_bbox_3_unscaled": 0.04474299514112762, "test_loss_bbox_4_unscaled": 0.04482591899629599, "test_loss_ce_unscaled": 0.2206532244865125, "test_loss_ce_0_unscaled": 0.2600035221336749, "test_loss_ce_1_unscaled": 0.24615194674688406, "test_loss_ce_2_unscaled": 0.23505589370719923, "test_loss_ce_3_unscaled": 0.22489239451603388, "test_loss_ce_4_unscaled": 0.22137596160649492, "test_loss_dice_unscaled": 0.27884214507124294, "test_loss_giou_unscaled": 0.26491815794390233, "test_loss_giou_0_unscaled": 0.3209642709824986, "test_loss_giou_1_unscaled": 0.2743941167006477, "test_loss_giou_2_unscaled": 0.26752454437577305, "test_loss_giou_3_unscaled": 0.26546841935989574, "test_loss_giou_4_unscaled": 0.265482544565734, "test_loss_mask_unscaled": 0.015411331415021667, "test_coco_eval_bbox": [0.41273232390102593, 0.5991998243595885, 0.44185495050294715, 0.2330627241643288, 0.4415318805619827, 0.5729137041241963, 0.3380820089354807, 0.5573861087646239, 0.6005477480788491, 0.37807602755878833, 0.6480095745633612, 0.7989497209887282], "test_coco_eval_masks": [0.2865090447669119, 0.5182019745413484, 0.2825794171994111, 0.09377671813361432, 0.323020253833328, 0.4981395699848744, 0.2586062890693668, 0.4016691233873989, 0.42651451219565756, 0.17987562796994402, 0.48175059831955136, 0.64953939038986], "epoch": 30, "n_parameters": 66735317}
{"train_lr": 0.00019999999999998242, "train_class_error": 7.0336209649599795, "train_grad_norm": 83.91463675073918, "train_loss": 7.372087795067169, "train_loss_bbox": 0.22321650902952922, "train_loss_bbox_0": 0.2762558412688133, "train_loss_bbox_1": 0.2311823354507676, "train_loss_bbox_2": 0.22430197508590205, "train_loss_bbox_3": 0.22338929716343972, "train_loss_bbox_4": 0.2237572935756901, "train_loss_ce": 0.38441039112493663, "train_loss_ce_0": 0.4688769465859843, "train_loss_ce_1": 0.43730215891746227, "train_loss_ce_2": 0.4139814807318003, "train_loss_ce_3": 0.3917089604132556, "train_loss_ce_4": 0.38403833829129513, "train_loss_dice": 0.2895429483678479, "train_loss_giou": 0.5101302221314633, "train_loss_giou_0": 0.6135566707725182, "train_loss_giou_1": 0.527241371260611, "train_loss_giou_2": 0.5130322064076163, "train_loss_giou_3": 0.5105474911328824, "train_loss_giou_4": 0.5108516337293323, "train_loss_mask": 0.014763714058958845, "train_cardinality_error_unscaled": 292.55388543216554, "train_cardinality_error_0_unscaled": 292.75587549032866, "train_cardinality_error_1_unscaled": 292.6490091978899, "train_cardinality_error_2_unscaled": 292.1096391857162, "train_cardinality_error_3_unscaled": 292.50264608413363, "train_cardinality_error_4_unscaled": 292.6787417151359, "train_class_error_unscaled": 7.0336209649599795, "train_loss_bbox_unscaled": 0.044643301832461076, "train_loss_bbox_0_unscaled": 0.055251168269786495, "train_loss_bbox_1_unscaled": 0.04623646706813334, "train_loss_bbox_2_unscaled": 0.04486039501420743, "train_loss_bbox_3_unscaled": 0.04467785942921108, "train_loss_bbox_4_unscaled": 0.04475145870899051, "train_loss_ce_unscaled": 0.19220519556246832, "train_loss_ce_0_unscaled": 0.23443847329299214, "train_loss_ce_1_unscaled": 0.21865107945873113, "train_loss_ce_2_unscaled": 0.20699074036590015, "train_loss_ce_3_unscaled": 0.1958544802066278, "train_loss_ce_4_unscaled": 0.19201916914564757, "train_loss_dice_unscaled": 0.2895429483678479, "train_loss_giou_unscaled": 0.25506511106573165, "train_loss_giou_0_unscaled": 0.3067783353862591, "train_loss_giou_1_unscaled": 0.2636206856303055, "train_loss_giou_2_unscaled": 0.25651610320380813, "train_loss_giou_3_unscaled": 0.2552737455664412, "train_loss_giou_4_unscaled": 0.25542581686466614, "train_loss_mask_unscaled": 0.014763714058958845, "test_class_error": 9.910760893227573, "test_loss": 7.815894522986854, "test_loss_bbox": 0.2248617743436521, "test_loss_bbox_0": 0.2708487253124341, "test_loss_bbox_1": 0.23192656444855772, "test_loss_bbox_2": 0.22616842793770872, "test_loss_bbox_3": 0.22502419090689943, "test_loss_bbox_4": 0.22517989195002536, "test_loss_ce": 0.4414317115141561, "test_loss_ce_0": 0.5185173125312732, "test_loss_ce_1": 0.489637604822366, "test_loss_ce_2": 0.4688998103713075, "test_loss_ce_3": 0.44819840588889565, "test_loss_ce_4": 0.44098115086365053, "test_loss_dice": 0.2790940875252977, "test_loss_giou": 0.5317509514264787, "test_loss_giou_0": 0.6313402654644781, "test_loss_giou_1": 0.5492833327180662, "test_loss_giou_2": 0.5338928189140539, "test_loss_giou_3": 0.5312395801368993, "test_loss_giou_4": 0.5318649104608896, "test_loss_mask": 0.015752963117731455, "test_cardinality_error_unscaled": 292.1291932907348, "test_cardinality_error_0_unscaled": 292.3414536741214, "test_cardinality_error_1_unscaled": 292.2601837060703, "test_cardinality_error_2_unscaled": 291.7837460063898, "test_cardinality_error_3_unscaled": 292.1126198083067, "test_cardinality_error_4_unscaled": 292.10563099041536, "test_class_error_unscaled": 9.910760893227573, "test_loss_bbox_unscaled": 0.04497235477827608, "test_loss_bbox_0_unscaled": 0.05416974509819247, "test_loss_bbox_1_unscaled": 0.04638531293493871, "test_loss_bbox_2_unscaled": 0.045233685594682875, "test_loss_bbox_3_unscaled": 0.04500483820875422, "test_loss_bbox_4_unscaled": 0.04503597845784582, "test_loss_ce_unscaled": 0.22071585575707806, "test_loss_ce_0_unscaled": 0.2592586562656366, "test_loss_ce_1_unscaled": 0.244818802411183, "test_loss_ce_2_unscaled": 0.23444990518565376, "test_loss_ce_3_unscaled": 0.22409920294444782, "test_loss_ce_4_unscaled": 0.22049057543182526, "test_loss_dice_unscaled": 0.2790940875252977, "test_loss_giou_unscaled": 0.26587547571323933, "test_loss_giou_0_unscaled": 0.31567013273223904, "test_loss_giou_1_unscaled": 0.2746416663590331, "test_loss_giou_2_unscaled": 0.26694640945702697, "test_loss_giou_3_unscaled": 0.26561979006844966, "test_loss_giou_4_unscaled": 0.2659324552304448, "test_loss_mask_unscaled": 0.015752963117731455, "test_coco_eval_bbox": [0.414769583493956, 0.6003848650511512, 0.4441874166564215, 0.23783564308824537, 0.4473262776900728, 0.5577066197441966, 0.34001304167446267, 0.5577793856992876, 0.5980241198681584, 0.36443610758644046, 0.646376863789969, 0.7962106790381442], "test_coco_eval_masks": [0.29064704472742886, 0.5226668344471675, 0.2844880530630895, 0.09788251459185116, 0.3221956286539941, 0.4909757175130377, 0.2613325578819611, 0.40343744118326524, 0.42765903680022277, 0.18461345283042246, 0.4794628024348935, 0.6536202148224187], "epoch": 31, "n_parameters": 66735317}
{"train_lr": 0.00019999999999998242, "train_class_error": 6.879679797257813, "train_grad_norm": 86.61777502529743, "train_loss": 7.329828730136475, "train_loss_bbox": 0.22219985906509881, "train_loss_bbox_0": 0.27541247035224176, "train_loss_bbox_1": 0.23053131723869932, "train_loss_bbox_2": 0.22358062117485625, "train_loss_bbox_3": 0.22232558915962727, "train_loss_bbox_4": 0.22276529434543815, "train_loss_ce": 0.38043366719062993, "train_loss_ce_0": 0.4647320380000289, "train_loss_ce_1": 0.4328456117394779, "train_loss_ce_2": 0.40983491180013387, "train_loss_ce_3": 0.3880246228331983, "train_loss_ce_4": 0.38008404915063193, "train_loss_dice": 0.28802482975878896, "train_loss_giou": 0.5083385583682971, "train_loss_giou_0": 0.6116350631413627, "train_loss_giou_1": 0.5252209232597798, "train_loss_giou_2": 0.5113700172437732, "train_loss_giou_3": 0.5086905220965644, "train_loss_giou_4": 0.5090515097689116, "train_loss_mask": 0.014727247783295174, "train_cardinality_error_unscaled": 292.68758453942917, "train_cardinality_error_0_unscaled": 292.8233295008792, "train_cardinality_error_1_unscaled": 292.7131746246449, "train_cardinality_error_2_unscaled": 292.515859596916, "train_cardinality_error_3_unscaled": 292.6034255376708, "train_cardinality_error_4_unscaled": 292.72533984850537, "train_class_error_unscaled": 6.879679797257813, "train_loss_bbox_unscaled": 0.04443997180752731, "train_loss_bbox_0_unscaled": 0.055082494053114384, "train_loss_bbox_1_unscaled": 0.0461062634537362, "train_loss_bbox_2_unscaled": 0.04471612423678527, "train_loss_bbox_3_unscaled": 0.044465117820134334, "train_loss_bbox_4_unscaled": 0.044553058875739036, "train_loss_ce_unscaled": 0.19021683359531497, "train_loss_ce_0_unscaled": 0.23236601900001444, "train_loss_ce_1_unscaled": 0.21642280586973894, "train_loss_ce_2_unscaled": 0.20491745590006694, "train_loss_ce_3_unscaled": 0.19401231141659914, "train_loss_ce_4_unscaled": 0.19004202457531597, "train_loss_dice_unscaled": 0.28802482975878896, "train_loss_giou_unscaled": 0.25416927918414856, "train_loss_giou_0_unscaled": 0.30581753157068137, "train_loss_giou_1_unscaled": 0.2626104616298899, "train_loss_giou_2_unscaled": 0.2556850086218866, "train_loss_giou_3_unscaled": 0.2543452610482822, "train_loss_giou_4_unscaled": 0.2545257548844558, "train_loss_mask_unscaled": 0.014727247783295174, "test_class_error": 9.45247766080375, "test_loss": 7.816086502501759, "test_loss_bbox": 0.22556456609275014, "test_loss_bbox_0": 0.27656861768363, "test_loss_bbox_1": 0.23451499464793707, "test_loss_bbox_2": 0.2267702335414414, "test_loss_bbox_3": 0.2258047556724792, "test_loss_bbox_4": 0.22581932648492697, "test_loss_ce": 0.43887291434473885, "test_loss_ce_0": 0.5135024925009511, "test_loss_ce_1": 0.48777929386391805, "test_loss_ce_2": 0.46635092418795576, "test_loss_ce_3": 0.4441426544905471, "test_loss_ce_4": 0.4395112450511311, "test_loss_dice": 0.276655515780845, "test_loss_giou": 0.5301770256540645, "test_loss_giou_0": 0.6431360202856338, "test_loss_giou_1": 0.5510359275074431, "test_loss_giou_2": 0.5332763922481111, "test_loss_giou_3": 0.5302623033333129, "test_loss_giou_4": 0.5306777963623072, "test_loss_mask": 0.015663490089150474, "test_cardinality_error_unscaled": 292.05211661341855, "test_cardinality_error_0_unscaled": 292.30571086261983, "test_cardinality_error_1_unscaled": 292.086661341853, "test_cardinality_error_2_unscaled": 291.9019568690096, "test_cardinality_error_3_unscaled": 292.2765575079872, "test_cardinality_error_4_unscaled": 292.25858626198084, "test_class_error_unscaled": 9.45247766080375, "test_loss_bbox_unscaled": 0.0451129132840104, "test_loss_bbox_0_unscaled": 0.05531372357243166, "test_loss_bbox_1_unscaled": 0.04690299892482666, "test_loss_bbox_2_unscaled": 0.045354046611883005, "test_loss_bbox_3_unscaled": 0.04516095113449584, "test_loss_bbox_4_unscaled": 0.0451638653172186, "test_loss_ce_unscaled": 0.21943645717236943, "test_loss_ce_0_unscaled": 0.2567512462504756, "test_loss_ce_1_unscaled": 0.24388964693195903, "test_loss_ce_2_unscaled": 0.23317546209397788, "test_loss_ce_3_unscaled": 0.22207132724527354, "test_loss_ce_4_unscaled": 0.21975562252556555, "test_loss_dice_unscaled": 0.276655515780845, "test_loss_giou_unscaled": 0.2650885128270323, "test_loss_giou_0_unscaled": 0.3215680101428169, "test_loss_giou_1_unscaled": 0.27551796375372156, "test_loss_giou_2_unscaled": 0.26663819612405554, "test_loss_giou_3_unscaled": 0.26513115166665646, "test_loss_giou_4_unscaled": 0.2653388981811536, "test_loss_mask_unscaled": 0.015663490089150474, "test_coco_eval_bbox": [0.4169448065320685, 0.6025235641080897, 0.44920111959115666, 0.24233631191238825, 0.45260769403004086, 0.5582045935127596, 0.34067517550709797, 0.5600056869401716, 0.6010570136341461, 0.37695003089376855, 0.6439792204070204, 0.7923019826747058], "test_coco_eval_masks": [0.28862649388350636, 0.5235092924338788, 0.27958584191840613, 0.09987501323065893, 0.32493663041426, 0.48886872165084033, 0.26024645269809954, 0.40108021303225244, 0.42478782267852805, 0.19118823641988159, 0.47297257590065656, 0.6396113811560497], "epoch": 32, "n_parameters": 66735317}
{"train_lr": 0.00019999999999998242, "train_class_error": 6.8391360685110385, "train_grad_norm": 84.17045289860935, "train_loss": 7.309536140019558, "train_loss_bbox": 0.22062937143661487, "train_loss_bbox_0": 0.2740726793923334, "train_loss_bbox_1": 0.22916459910653206, "train_loss_bbox_2": 0.22238553845397066, "train_loss_bbox_3": 0.22119296366926072, "train_loss_bbox_4": 0.22123966383789706, "train_loss_ce": 0.37988930178538366, "train_loss_ce_0": 0.46446230758047546, "train_loss_ce_1": 0.43289505119222466, "train_loss_ce_2": 0.4085820895698676, "train_loss_ce_3": 0.38655615255819126, "train_loss_ce_4": 0.37920663732645815, "train_loss_dice": 0.287422415040898, "train_loss_giou": 0.5069325509271134, "train_loss_giou_0": 0.6102498716307029, "train_loss_giou_1": 0.5241133842411181, "train_loss_giou_2": 0.5102126620892306, "train_loss_giou_3": 0.5077751697452146, "train_loss_giou_4": 0.5079453887570844, "train_loss_mask": 0.01460834092950736, "train_cardinality_error_unscaled": 292.6359394021372, "train_cardinality_error_0_unscaled": 292.82156262680917, "train_cardinality_error_1_unscaled": 292.7080430812931, "train_cardinality_error_2_unscaled": 292.4262224401461, "train_cardinality_error_3_unscaled": 292.51493811713783, "train_cardinality_error_4_unscaled": 292.66694846476395, "train_class_error_unscaled": 6.8391360685110385, "train_loss_bbox_unscaled": 0.044125874286819085, "train_loss_bbox_0_unscaled": 0.054814535859419464, "train_loss_bbox_1_unscaled": 0.04583291980820516, "train_loss_bbox_2_unscaled": 0.04447710769442217, "train_loss_bbox_3_unscaled": 0.044238592727906194, "train_loss_bbox_4_unscaled": 0.044247932760323336, "train_loss_ce_unscaled": 0.18994465089269183, "train_loss_ce_0_unscaled": 0.23223115379023773, "train_loss_ce_1_unscaled": 0.21644752559611233, "train_loss_ce_2_unscaled": 0.2042910447849338, "train_loss_ce_3_unscaled": 0.19327807627909563, "train_loss_ce_4_unscaled": 0.18960331866322908, "train_loss_dice_unscaled": 0.287422415040898, "train_loss_giou_unscaled": 0.2534662754635567, "train_loss_giou_0_unscaled": 0.30512493581535144, "train_loss_giou_1_unscaled": 0.26205669212055904, "train_loss_giou_2_unscaled": 0.2551063310446153, "train_loss_giou_3_unscaled": 0.2538875848726073, "train_loss_giou_4_unscaled": 0.2539726943785422, "train_loss_mask_unscaled": 0.01460834092950736, "test_class_error": 9.405209743938507, "test_loss": 7.711241443317157, "test_loss_bbox": 0.2195231042350062, "test_loss_bbox_0": 0.2688124823970155, "test_loss_bbox_1": 0.2255072301378646, "test_loss_bbox_2": 0.2207134845443427, "test_loss_bbox_3": 0.22015533412988195, "test_loss_bbox_4": 0.22085004364149258, "test_loss_ce": 0.43637746320174525, "test_loss_ce_0": 0.51463079833375, "test_loss_ce_1": 0.48371925921485825, "test_loss_ce_2": 0.46276568861815115, "test_loss_ce_3": 0.443274566731133, "test_loss_ce_4": 0.43622795866129876, "test_loss_dice": 0.27305128813361207, "test_loss_giou": 0.5238109189100539, "test_loss_giou_0": 0.6309139548589627, "test_loss_giou_1": 0.5391417558962545, "test_loss_giou_2": 0.5269769365414263, "test_loss_giou_3": 0.524258636723692, "test_loss_giou_4": 0.5247526282129197, "test_loss_mask": 0.015777887563747817, "test_cardinality_error_unscaled": 291.47903354632587, "test_cardinality_error_0_unscaled": 291.9516773162939, "test_cardinality_error_1_unscaled": 291.9323083067093, "test_cardinality_error_2_unscaled": 291.2040734824281, "test_cardinality_error_3_unscaled": 289.61461661341855, "test_cardinality_error_4_unscaled": 291.6751198083067, "test_class_error_unscaled": 9.405209743938507, "test_loss_bbox_unscaled": 0.04390462071370012, "test_loss_bbox_0_unscaled": 0.05376249663650799, "test_loss_bbox_1_unscaled": 0.04510144599543783, "test_loss_bbox_2_unscaled": 0.044142696845788545, "test_loss_bbox_3_unscaled": 0.044031066837878274, "test_loss_bbox_4_unscaled": 0.04417000862118154, "test_loss_ce_unscaled": 0.21818873160087263, "test_loss_ce_0_unscaled": 0.257315399166875, "test_loss_ce_1_unscaled": 0.24185962960742913, "test_loss_ce_2_unscaled": 0.23138284430907557, "test_loss_ce_3_unscaled": 0.2216372833655665, "test_loss_ce_4_unscaled": 0.21811397933064938, "test_loss_dice_unscaled": 0.27305128813361207, "test_loss_giou_unscaled": 0.26190545945502697, "test_loss_giou_0_unscaled": 0.31545697742948137, "test_loss_giou_1_unscaled": 0.26957087794812723, "test_loss_giou_2_unscaled": 0.26348846827071315, "test_loss_giou_3_unscaled": 0.262129318361846, "test_loss_giou_4_unscaled": 0.26237631410645984, "test_loss_mask_unscaled": 0.015777887563747817, "test_coco_eval_bbox": [0.4196769192379574, 0.6038147990522739, 0.45250937518031725, 0.2399158994512021, 0.4496718247724786, 0.5662974245739129, 0.34189221581055973, 0.5640988762909117, 0.6058791594119726, 0.3738383235389193, 0.6557707286084029, 0.7993410462213498], "test_coco_eval_masks": [0.2942948033621104, 0.5239208637768481, 0.2937776424522957, 0.0961415773025906, 0.3320331243352072, 0.5034287996974833, 0.26163779319607483, 0.4082255836419283, 0.4329663096976383, 0.1854712227194975, 0.4894742525180209, 0.6566082263129425], "epoch": 33, "n_parameters": 66735317}
{"train_lr": 0.00019999999999998242, "train_class_error": 6.815870180288671, "train_grad_norm": 83.49590848202669, "train_loss": 7.295216931745936, "train_loss_bbox": 0.22101190797485745, "train_loss_bbox_0": 0.2744552614675006, "train_loss_bbox_1": 0.2293138480496458, "train_loss_bbox_2": 0.22260225271176504, "train_loss_bbox_3": 0.22125607316268728, "train_loss_bbox_4": 0.22149970710285619, "train_loss_ce": 0.3763049627195333, "train_loss_ce_0": 0.46165941684458583, "train_loss_ce_1": 0.4296644732978885, "train_loss_ce_2": 0.40562036272300106, "train_loss_ce_3": 0.383585932970563, "train_loss_ce_4": 0.3759354034570498, "train_loss_dice": 0.28698271583530427, "train_loss_giou": 0.5075783273266888, "train_loss_giou_0": 0.6109099119688006, "train_loss_giou_1": 0.5248286472345002, "train_loss_giou_2": 0.5108697414680374, "train_loss_giou_3": 0.5081267808099794, "train_loss_giou_4": 0.5084391834548664, "train_loss_mask": 0.014572026189902904, "train_cardinality_error_unscaled": 292.74529115379414, "train_cardinality_error_0_unscaled": 292.91777695117, "train_cardinality_error_1_unscaled": 292.84042337346136, "train_cardinality_error_2_unscaled": 292.58021101041527, "train_cardinality_error_3_unscaled": 292.3728019748411, "train_cardinality_error_4_unscaled": 292.78204044366294, "train_class_error_unscaled": 6.815870180288671, "train_loss_bbox_unscaled": 0.04420238160943325, "train_loss_bbox_0_unscaled": 0.054891052291182206, "train_loss_bbox_1_unscaled": 0.04586276961884809, "train_loss_bbox_2_unscaled": 0.04452045055263245, "train_loss_bbox_3_unscaled": 0.0442512146161105, "train_loss_bbox_4_unscaled": 0.044299941415985804, "train_loss_ce_unscaled": 0.18815248135976664, "train_loss_ce_0_unscaled": 0.23082970842229292, "train_loss_ce_1_unscaled": 0.21483223664894424, "train_loss_ce_2_unscaled": 0.20281018136150053, "train_loss_ce_3_unscaled": 0.1917929664852815, "train_loss_ce_4_unscaled": 0.1879677017285249, "train_loss_dice_unscaled": 0.28698271583530427, "train_loss_giou_unscaled": 0.2537891636633444, "train_loss_giou_0_unscaled": 0.3054549559844003, "train_loss_giou_1_unscaled": 0.2624143236172501, "train_loss_giou_2_unscaled": 0.2554348707340187, "train_loss_giou_3_unscaled": 0.2540633904049897, "train_loss_giou_4_unscaled": 0.2542195917274332, "train_loss_mask_unscaled": 0.014572026189902904, "test_class_error": 9.668299952254127, "test_loss": 7.7992716003149845, "test_loss_bbox": 0.2240992097285228, "test_loss_bbox_0": 0.2720721263569384, "test_loss_bbox_1": 0.23161583929397048, "test_loss_bbox_2": 0.22573462423805993, "test_loss_bbox_3": 0.2244024024889492, "test_loss_bbox_4": 0.22423699898079943, "test_loss_ce": 0.44205929686467105, "test_loss_ce_0": 0.5197813990778817, "test_loss_ce_1": 0.48816206337164003, "test_loss_ce_2": 0.46943413906584913, "test_loss_ce_3": 0.4483420640325394, "test_loss_ce_4": 0.4416632617053132, "test_loss_dice": 0.2780016335530784, "test_loss_giou": 0.5283610560833075, "test_loss_giou_0": 0.6315332474038243, "test_loss_giou_1": 0.5457344180859697, "test_loss_giou_2": 0.5318736321629046, "test_loss_giou_3": 0.5291509364550107, "test_loss_giou_4": 0.5291924103380392, "test_loss_mask": 0.013820792411486753, "test_cardinality_error_unscaled": 292.2665734824281, "test_cardinality_error_0_unscaled": 292.38757987220447, "test_cardinality_error_1_unscaled": 292.30970447284346, "test_cardinality_error_2_unscaled": 292.3158945686901, "test_cardinality_error_3_unscaled": 292.2725638977636, "test_cardinality_error_4_unscaled": 292.34744408945687, "test_class_error_unscaled": 9.668299952254127, "test_loss_bbox_unscaled": 0.04481984194689475, "test_loss_bbox_0_unscaled": 0.05441442524758391, "test_loss_bbox_1_unscaled": 0.0463231679099722, "test_loss_bbox_2_unscaled": 0.045146924863084435, "test_loss_bbox_3_unscaled": 0.04488048063347134, "test_loss_bbox_4_unscaled": 0.04484739971641725, "test_loss_ce_unscaled": 0.22102964843233552, "test_loss_ce_0_unscaled": 0.25989069953894084, "test_loss_ce_1_unscaled": 0.24408103168582002, "test_loss_ce_2_unscaled": 0.23471706953292457, "test_loss_ce_3_unscaled": 0.2241710320162697, "test_loss_ce_4_unscaled": 0.2208316308526566, "test_loss_dice_unscaled": 0.2780016335530784, "test_loss_giou_unscaled": 0.26418052804165376, "test_loss_giou_0_unscaled": 0.31576662370191216, "test_loss_giou_1_unscaled": 0.27286720904298484, "test_loss_giou_2_unscaled": 0.2659368160814523, "test_loss_giou_3_unscaled": 0.26457546822750533, "test_loss_giou_4_unscaled": 0.2645962051690196, "test_loss_mask_unscaled": 0.013820792411486753, "test_coco_eval_bbox": [0.41112870039861343, 0.5951079252751785, 0.44193785091008914, 0.24148410640809218, 0.4394759917301009, 0.5649800716130418, 0.3395589552830179, 0.5642010828152003, 0.6056160618203357, 0.3922678550979269, 0.6453657065211078, 0.8038190890469471], "test_coco_eval_masks": [0.2798342998853515, 0.5112388703323003, 0.27310221550446656, 0.09763228283119513, 0.3185486955503196, 0.4889213309648394, 0.2589113653002168, 0.40278533723787907, 0.4274235075412228, 0.19355685876180043, 0.4746078308465336, 0.6470327185252848], "epoch": 34, "n_parameters": 66735317}
{"train_lr": 0.00019999999999998242, "train_class_error": 6.734103845224545, "train_grad_norm": 85.115614858932, "train_loss": 7.277741831564442, "train_loss_bbox": 0.22013322969408042, "train_loss_bbox_0": 0.27281250814236696, "train_loss_bbox_1": 0.22809434841865295, "train_loss_bbox_2": 0.22131866796238728, "train_loss_bbox_3": 0.22034414981180836, "train_loss_bbox_4": 0.22067736329687926, "train_loss_ce": 0.3768755904085562, "train_loss_ce_0": 0.4620882911859822, "train_loss_ce_1": 0.43031941741265545, "train_loss_ce_2": 0.40666956571721263, "train_loss_ce_3": 0.38405775728784264, "train_loss_ce_4": 0.3762513985697381, "train_loss_dice": 0.2859513694268029, "train_loss_giou": 0.505661278767578, "train_loss_giou_0": 0.6082598234801562, "train_loss_giou_1": 0.5222938291967343, "train_loss_giou_2": 0.5085723300244124, "train_loss_giou_3": 0.5062338812504733, "train_loss_giou_4": 0.5066125577661612, "train_loss_mask": 0.014514464757763112, "train_cardinality_error_unscaled": 292.6268260516705, "train_cardinality_error_0_unscaled": 292.9437221019884, "train_cardinality_error_1_unscaled": 292.7811105099418, "train_cardinality_error_2_unscaled": 292.58809008521575, "train_cardinality_error_3_unscaled": 292.4299083592588, "train_cardinality_error_4_unscaled": 292.7399059921547, "train_class_error_unscaled": 6.734103845224545, "train_loss_bbox_unscaled": 0.04402664592359847, "train_loss_bbox_0_unscaled": 0.05456250163149676, "train_loss_bbox_1_unscaled": 0.0456188696875098, "train_loss_bbox_2_unscaled": 0.044263733601547554, "train_loss_bbox_3_unscaled": 0.0440688299602957, "train_loss_bbox_4_unscaled": 0.044135472650456926, "train_loss_ce_unscaled": 0.1884377952042781, "train_loss_ce_0_unscaled": 0.2310441455929911, "train_loss_ce_1_unscaled": 0.21515970870632772, "train_loss_ce_2_unscaled": 0.20333478285860632, "train_loss_ce_3_unscaled": 0.19202887864392132, "train_loss_ce_4_unscaled": 0.18812569928486905, "train_loss_dice_unscaled": 0.2859513694268029, "train_loss_giou_unscaled": 0.252830639383789, "train_loss_giou_0_unscaled": 0.3041299117400781, "train_loss_giou_1_unscaled": 0.26114691459836714, "train_loss_giou_2_unscaled": 0.2542861650122062, "train_loss_giou_3_unscaled": 0.25311694062523665, "train_loss_giou_4_unscaled": 0.2533062788830806, "train_loss_mask_unscaled": 0.014514464757763112, "test_class_error": 9.55299360835895, "test_loss": 7.7470103467996125, "test_loss_bbox": 0.22022287285746858, "test_loss_bbox_0": 0.2649937389662471, "test_loss_bbox_1": 0.22645238198982642, "test_loss_bbox_2": 0.22081326043453461, "test_loss_bbox_3": 0.22089942480428532, "test_loss_bbox_4": 0.2202372615710615, "test_loss_ce": 0.4396620463258542, "test_loss_ce_0": 0.518492151753971, "test_loss_ce_1": 0.4882424459480249, "test_loss_ce_2": 0.4690354144611298, "test_loss_ce_3": 0.4471952034452091, "test_loss_ce_4": 0.4405926839231302, "test_loss_dice": 0.2755996153091851, "test_loss_giou": 0.5258535678965596, "test_loss_giou_0": 0.6272785039945913, "test_loss_giou_1": 0.5432165493599523, "test_loss_giou_2": 0.530252209486672, "test_loss_giou_3": 0.5269551587561829, "test_loss_giou_4": 0.5262395734794605, "test_loss_mask": 0.014776286965134902, "test_cardinality_error_unscaled": 292.24560702875397, "test_cardinality_error_0_unscaled": 292.46126198083067, "test_cardinality_error_1_unscaled": 292.35702875399363, "test_cardinality_error_2_unscaled": 292.41134185303514, "test_cardinality_error_3_unscaled": 292.2210463258786, "test_cardinality_error_4_unscaled": 292.3761980830671, "test_class_error_unscaled": 9.55299360835895, "test_loss_bbox_unscaled": 0.04404457454411938, "test_loss_bbox_0_unscaled": 0.05299874792655055, "test_loss_bbox_1_unscaled": 0.04529047636583019, "test_loss_bbox_2_unscaled": 0.044162652047630695, "test_loss_bbox_3_unscaled": 0.04417988494300423, "test_loss_bbox_4_unscaled": 0.04404745231897306, "test_loss_ce_unscaled": 0.2198310231629271, "test_loss_ce_0_unscaled": 0.2592460758769855, "test_loss_ce_1_unscaled": 0.24412122297401245, "test_loss_ce_2_unscaled": 0.2345177072305649, "test_loss_ce_3_unscaled": 0.22359760172260454, "test_loss_ce_4_unscaled": 0.2202963419615651, "test_loss_dice_unscaled": 0.2755996153091851, "test_loss_giou_unscaled": 0.2629267839482798, "test_loss_giou_0_unscaled": 0.31363925199729564, "test_loss_giou_1_unscaled": 0.27160827467997617, "test_loss_giou_2_unscaled": 0.265126104743336, "test_loss_giou_3_unscaled": 0.26347757937809146, "test_loss_giou_4_unscaled": 0.26311978673973024, "test_loss_mask_unscaled": 0.014776286965134902, "test_coco_eval_bbox": [0.41368594602826475, 0.5982128335590267, 0.44499016157763815, 0.24971729375698312, 0.44300518415565954, 0.556807152004306, 0.3400296092889151, 0.5598148751869908, 0.6007323958673387, 0.3901629074002287, 0.6406511821590911, 0.7924658241819507], "test_coco_eval_masks": [0.2835031702214418, 0.519136916708896, 0.2728294774489664, 0.10219648759176968, 0.32260483420739616, 0.4881308017074032, 0.25649919755271156, 0.3983162192731957, 0.42289574709121225, 0.19142656430001878, 0.4720762573012607, 0.6362151693597494], "epoch": 35, "n_parameters": 66735317}
{"train_lr": 0.00019999999999998242, "train_class_error": 6.704196399883248, "train_grad_norm": 93.69044383846341, "train_loss": 7.2593408067575025, "train_loss_bbox": 0.21997373943865484, "train_loss_bbox_0": 0.27183432785354994, "train_loss_bbox_1": 0.22770302715307802, "train_loss_bbox_2": 0.2210866464015984, "train_loss_bbox_3": 0.2201513171762361, "train_loss_bbox_4": 0.2203999391365048, "train_loss_ce": 0.3745439843554692, "train_loss_ce_0": 0.46173878546401576, "train_loss_ce_1": 0.4285630695627649, "train_loss_ce_2": 0.4045161051403826, "train_loss_ce_3": 0.3820266787425826, "train_loss_ce_4": 0.37428338461084776, "train_loss_dice": 0.2850571133122785, "train_loss_giou": 0.5050692035105238, "train_loss_giou_0": 0.606598874063497, "train_loss_giou_1": 0.5216862024384391, "train_loss_giou_2": 0.5080072032220951, "train_loss_giou_3": 0.5055830185724243, "train_loss_giou_4": 0.5059507352548283, "train_loss_mask": 0.014567456627472474, "train_cardinality_error_unscaled": 292.69794907344783, "train_cardinality_error_0_unscaled": 292.911309684837, "train_cardinality_error_1_unscaled": 292.8027864195861, "train_cardinality_error_2_unscaled": 292.602047544975, "train_cardinality_error_3_unscaled": 292.5285489652374, "train_cardinality_error_4_unscaled": 292.79572737724874, "train_class_error_unscaled": 6.704196399883248, "train_loss_bbox_unscaled": 0.04399474788732785, "train_loss_bbox_0_unscaled": 0.05436686557363258, "train_loss_bbox_1_unscaled": 0.04554060542315797, "train_loss_bbox_2_unscaled": 0.04421732931156112, "train_loss_bbox_3_unscaled": 0.04403026345510065, "train_loss_bbox_4_unscaled": 0.04407998783334769, "train_loss_ce_unscaled": 0.1872719921777346, "train_loss_ce_0_unscaled": 0.23086939273200788, "train_loss_ce_1_unscaled": 0.21428153478138245, "train_loss_ce_2_unscaled": 0.2022580525701913, "train_loss_ce_3_unscaled": 0.1910133393712913, "train_loss_ce_4_unscaled": 0.18714169230542388, "train_loss_dice_unscaled": 0.2850571133122785, "train_loss_giou_unscaled": 0.2525346017552619, "train_loss_giou_0_unscaled": 0.3032994370317485, "train_loss_giou_1_unscaled": 0.26084310121921955, "train_loss_giou_2_unscaled": 0.25400360161104757, "train_loss_giou_3_unscaled": 0.25279150928621213, "train_loss_giou_4_unscaled": 0.2529753676274141, "train_loss_mask_unscaled": 0.014567456627472474, "test_class_error": 9.596293917098365, "test_loss": 7.752634264790593, "test_loss_bbox": 0.21991239035853183, "test_loss_bbox_0": 0.2656254085679405, "test_loss_bbox_1": 0.22637434265674494, "test_loss_bbox_2": 0.2201654128849316, "test_loss_bbox_3": 0.21997961068686586, "test_loss_bbox_4": 0.22029348350942327, "test_loss_ce": 0.44186320900917053, "test_loss_ce_0": 0.5137617565191592, "test_loss_ce_1": 0.487914116333087, "test_loss_ce_2": 0.4736023573829724, "test_loss_ce_3": 0.44929354868757837, "test_loss_ce_4": 0.4420369060846944, "test_loss_dice": 0.2738637076303982, "test_loss_giou": 0.5299552306770897, "test_loss_giou_0": 0.6235678753913781, "test_loss_giou_1": 0.5399106055402908, "test_loss_giou_2": 0.530166754993006, "test_loss_giou_3": 0.5290433932988408, "test_loss_giou_4": 0.5309761315108107, "test_loss_mask": 0.014328042011017712, "test_cardinality_error_unscaled": 292.4317092651757, "test_cardinality_error_0_unscaled": 292.55291533546324, "test_cardinality_error_1_unscaled": 292.413338658147, "test_cardinality_error_2_unscaled": 292.4420926517572, "test_cardinality_error_3_unscaled": 292.4103434504792, "test_cardinality_error_4_unscaled": 292.4095447284345, "test_class_error_unscaled": 9.596293917098365, "test_loss_bbox_unscaled": 0.04398247809670033, "test_loss_bbox_0_unscaled": 0.05312508185164997, "test_loss_bbox_1_unscaled": 0.04527486853610974, "test_loss_bbox_2_unscaled": 0.04403308254128066, "test_loss_bbox_3_unscaled": 0.04399592209809695, "test_loss_bbox_4_unscaled": 0.04405869665546729, "test_loss_ce_unscaled": 0.22093160450458527, "test_loss_ce_0_unscaled": 0.2568808782595796, "test_loss_ce_1_unscaled": 0.2439570581665435, "test_loss_ce_2_unscaled": 0.2368011786914862, "test_loss_ce_3_unscaled": 0.22464677434378919, "test_loss_ce_4_unscaled": 0.2210184530423472, "test_loss_dice_unscaled": 0.2738637076303982, "test_loss_giou_unscaled": 0.26497761533854486, "test_loss_giou_0_unscaled": 0.3117839376956891, "test_loss_giou_1_unscaled": 0.2699553027701454, "test_loss_giou_2_unscaled": 0.265083377496503, "test_loss_giou_3_unscaled": 0.2645216966494204, "test_loss_giou_4_unscaled": 0.26548806575540534, "test_loss_mask_unscaled": 0.014328042011017712, "test_coco_eval_bbox": [0.4099623397857089, 0.6009881395646341, 0.4417817419670219, 0.22189668464220585, 0.44130491949865697, 0.5593829662408509, 0.33478271937048076, 0.5522160320868607, 0.5944247957413993, 0.35935096517930937, 0.6365604428866584, 0.7940623208372861], "test_coco_eval_masks": [0.2942891681118795, 0.5236922812539172, 0.2906233725990823, 0.10027583424660842, 0.32578276853805194, 0.49471390362649675, 0.2637136855131122, 0.40953360453917526, 0.4358385157308337, 0.19042684693330186, 0.4884725209470697, 0.654870241059335], "epoch": 36, "n_parameters": 66735317}
{"train_lr": 0.00019999999999998242, "train_class_error": 6.608618938405282, "train_grad_norm": 91.2568145340711, "train_loss": 7.231033287205716, "train_loss_bbox": 0.2191149343324662, "train_loss_bbox_0": 0.2713222854957035, "train_loss_bbox_1": 0.22654011291304993, "train_loss_bbox_2": 0.22019580618024728, "train_loss_bbox_3": 0.2193166594380425, "train_loss_bbox_4": 0.21961484757844996, "train_loss_ce": 0.372796111329876, "train_loss_ce_0": 0.46000229609717247, "train_loss_ce_1": 0.428026083094429, "train_loss_ce_2": 0.4033114100750609, "train_loss_ce_3": 0.3804520798700194, "train_loss_ce_4": 0.372530155177128, "train_loss_dice": 0.2837409136569195, "train_loss_giou": 0.5027862662099525, "train_loss_giou_0": 0.605006302927225, "train_loss_giou_1": 0.5191071316243089, "train_loss_giou_2": 0.5058128520328363, "train_loss_giou_3": 0.5032124455454352, "train_loss_giou_4": 0.5036436531127878, "train_loss_mask": 0.014500934625971379, "train_cardinality_error_unscaled": 292.74163905045316, "train_cardinality_error_0_unscaled": 292.8785591099689, "train_cardinality_error_1_unscaled": 292.5159948600027, "train_cardinality_error_2_unscaled": 292.738418098201, "train_cardinality_error_3_unscaled": 292.51677262275126, "train_cardinality_error_4_unscaled": 292.67165731096986, "train_class_error_unscaled": 6.608618938405282, "train_loss_bbox_unscaled": 0.0438229868738501, "train_loss_bbox_0_unscaled": 0.054264457104733925, "train_loss_bbox_1_unscaled": 0.04530802259042035, "train_loss_bbox_2_unscaled": 0.044039161250511216, "train_loss_bbox_3_unscaled": 0.04386333189325212, "train_loss_bbox_4_unscaled": 0.043922969528488905, "train_loss_ce_unscaled": 0.186398055664938, "train_loss_ce_0_unscaled": 0.23000114804858623, "train_loss_ce_1_unscaled": 0.2140130415472145, "train_loss_ce_2_unscaled": 0.20165570503753044, "train_loss_ce_3_unscaled": 0.1902260399350097, "train_loss_ce_4_unscaled": 0.186265077588564, "train_loss_dice_unscaled": 0.2837409136569195, "train_loss_giou_unscaled": 0.25139313310497624, "train_loss_giou_0_unscaled": 0.3025031514636125, "train_loss_giou_1_unscaled": 0.25955356581215444, "train_loss_giou_2_unscaled": 0.25290642601641816, "train_loss_giou_3_unscaled": 0.2516062227727176, "train_loss_giou_4_unscaled": 0.2518218265563939, "train_loss_mask_unscaled": 0.014500934625971379, "test_class_error": 9.820208957781807, "test_loss": 7.760180016295217, "test_loss_bbox": 0.22058646676068108, "test_loss_bbox_0": 0.26816138615623447, "test_loss_bbox_1": 0.22669602740115632, "test_loss_bbox_2": 0.22093595250155598, "test_loss_bbox_3": 0.22080146864104194, "test_loss_bbox_4": 0.22096864498270968, "test_loss_ce": 0.43906099475420324, "test_loss_ce_0": 0.5164393484592438, "test_loss_ce_1": 0.48721412176522205, "test_loss_ce_2": 0.4674599280182165, "test_loss_ce_3": 0.44673487296500525, "test_loss_ce_4": 0.4394430538145498, "test_loss_dice": 0.27442222924087756, "test_loss_giou": 0.5290341633386886, "test_loss_giou_0": 0.630343854808198, "test_loss_giou_1": 0.5445449481756923, "test_loss_giou_2": 0.5323391068286408, "test_loss_giou_3": 0.5297869662888134, "test_loss_giou_4": 0.5301030026838041, "test_loss_mask": 0.015103484093309782, "test_cardinality_error_unscaled": 292.17911341853033, "test_cardinality_error_0_unscaled": 292.39416932907346, "test_cardinality_error_1_unscaled": 292.26277955271564, "test_cardinality_error_2_unscaled": 291.86821086261983, "test_cardinality_error_3_unscaled": 292.29053514376994, "test_cardinality_error_4_unscaled": 292.2517971246006, "test_class_error_unscaled": 9.820208957781807, "test_loss_bbox_unscaled": 0.044117293347375464, "test_loss_bbox_0_unscaled": 0.053632277221725394, "test_loss_bbox_1_unscaled": 0.04533920558496786, "test_loss_bbox_2_unscaled": 0.04418719060028704, "test_loss_bbox_3_unscaled": 0.04416029364727556, "test_loss_bbox_4_unscaled": 0.044193729192923054, "test_loss_ce_unscaled": 0.21953049737710162, "test_loss_ce_0_unscaled": 0.2582196742296219, "test_loss_ce_1_unscaled": 0.24360706088261103, "test_loss_ce_2_unscaled": 0.23372996400910825, "test_loss_ce_3_unscaled": 0.22336743648250262, "test_loss_ce_4_unscaled": 0.2197215269072749, "test_loss_dice_unscaled": 0.27442222924087756, "test_loss_giou_unscaled": 0.2645170816693443, "test_loss_giou_0_unscaled": 0.315171927404099, "test_loss_giou_1_unscaled": 0.27227247408784616, "test_loss_giou_2_unscaled": 0.2661695534143204, "test_loss_giou_3_unscaled": 0.2648934831444067, "test_loss_giou_4_unscaled": 0.26505150134190203, "test_loss_mask_unscaled": 0.015103484093309782, "test_coco_eval_bbox": [0.41332821573439477, 0.5995848479668042, 0.4439300981745083, 0.23243494396391645, 0.4447396159584243, 0.5535940408933889, 0.3373128550647635, 0.5526184752557948, 0.5947146063964521, 0.3635746899772561, 0.6377214246796585, 0.7884804003006737], "test_coco_eval_masks": [0.2859519435856752, 0.5191595778103064, 0.278188647369279, 0.09499795971902582, 0.3223079082075309, 0.4818162862412185, 0.25677406704158495, 0.3970221437142952, 0.4219080421756987, 0.18662944240620774, 0.4709435001587004, 0.6336156891450563], "epoch": 37, "n_parameters": 66735317}
{"train_lr": 0.00019999999999998242, "train_class_error": 6.513483986196024, "train_grad_norm": 88.49249792853631, "train_loss": 7.209167454217875, "train_loss_bbox": 0.21813091299606566, "train_loss_bbox_0": 0.26999969578887395, "train_loss_bbox_1": 0.22640267728823987, "train_loss_bbox_2": 0.21937558169711124, "train_loss_bbox_3": 0.21830092051545033, "train_loss_bbox_4": 0.21873862102847452, "train_loss_ce": 0.37089286383403164, "train_loss_ce_0": 0.4551573802150023, "train_loss_ce_1": 0.42307667597880405, "train_loss_ce_2": 0.40048702336907244, "train_loss_ce_3": 0.3783550151050228, "train_loss_ce_4": 0.3705630344373358, "train_loss_dice": 0.2833602572217469, "train_loss_giou": 0.5031265933749384, "train_loss_giou_0": 0.6044542645385781, "train_loss_giou_1": 0.5202562437680873, "train_loss_giou_2": 0.5063315334153017, "train_loss_giou_3": 0.5036669817866386, "train_loss_giou_4": 0.5040484910487452, "train_loss_mask": 0.014442686267218799, "train_cardinality_error_unscaled": 292.7128956445286, "train_cardinality_error_0_unscaled": 292.9030839983768, "train_cardinality_error_1_unscaled": 292.79728290274585, "train_cardinality_error_2_unscaled": 292.65438590558637, "train_cardinality_error_3_unscaled": 292.5857145272555, "train_cardinality_error_4_unscaled": 292.8084082916272, "train_class_error_unscaled": 6.513483986196024, "train_loss_bbox_unscaled": 0.04362618259281367, "train_loss_bbox_0_unscaled": 0.05399993918639598, "train_loss_bbox_1_unscaled": 0.045280535451550856, "train_loss_bbox_2_unscaled": 0.04387511634294951, "train_loss_bbox_3_unscaled": 0.043660184086058436, "train_loss_bbox_4_unscaled": 0.04374772420912139, "train_loss_ce_unscaled": 0.18544643191701582, "train_loss_ce_0_unscaled": 0.22757869010750115, "train_loss_ce_1_unscaled": 0.21153833798940203, "train_loss_ce_2_unscaled": 0.20024351168453622, "train_loss_ce_3_unscaled": 0.1891775075525114, "train_loss_ce_4_unscaled": 0.1852815172186679, "train_loss_dice_unscaled": 0.2833602572217469, "train_loss_giou_unscaled": 0.2515632966874692, "train_loss_giou_0_unscaled": 0.30222713226928904, "train_loss_giou_1_unscaled": 0.26012812188404366, "train_loss_giou_2_unscaled": 0.25316576670765084, "train_loss_giou_3_unscaled": 0.2518334908933193, "train_loss_giou_4_unscaled": 0.2520242455243726, "train_loss_mask_unscaled": 0.014442686267218799, "test_class_error": 10.019478840568956, "test_loss": 7.781520048269448, "test_loss_bbox": 0.22148786466152143, "test_loss_bbox_0": 0.26934174979075837, "test_loss_bbox_1": 0.2283118527632552, "test_loss_bbox_2": 0.2234865282290279, "test_loss_bbox_3": 0.2221644356037481, "test_loss_bbox_4": 0.2225341930652198, "test_loss_ce": 0.44692082127062277, "test_loss_ce_0": 0.5198895657976595, "test_loss_ce_1": 0.48879976575366985, "test_loss_ce_2": 0.4703374817348517, "test_loss_ce_3": 0.452183054182857, "test_loss_ce_4": 0.445829132304024, "test_loss_dice": 0.27336554714856437, "test_loss_giou": 0.526569651433835, "test_loss_giou_0": 0.6268474406327683, "test_loss_giou_1": 0.5428945328861761, "test_loss_giou_2": 0.5295006569010762, "test_loss_giou_3": 0.5277012540890386, "test_loss_giou_4": 0.5279479203894496, "test_loss_mask": 0.015406595037196772, "test_cardinality_error_unscaled": 291.73502396166134, "test_cardinality_error_0_unscaled": 292.439696485623, "test_cardinality_error_1_unscaled": 292.3839856230032, "test_cardinality_error_2_unscaled": 292.31968849840257, "test_cardinality_error_3_unscaled": 292.1811102236422, "test_cardinality_error_4_unscaled": 292.20487220447285, "test_class_error_unscaled": 10.019478840568956, "test_loss_bbox_unscaled": 0.044297572915641646, "test_loss_bbox_0_unscaled": 0.05386835001051997, "test_loss_bbox_1_unscaled": 0.04566237058478613, "test_loss_bbox_2_unscaled": 0.044697305657707465, "test_loss_bbox_3_unscaled": 0.04443288705171868, "test_loss_bbox_4_unscaled": 0.044506838670173014, "test_loss_ce_unscaled": 0.22346041063531139, "test_loss_ce_0_unscaled": 0.2599447828988298, "test_loss_ce_1_unscaled": 0.24439988287683492, "test_loss_ce_2_unscaled": 0.23516874086742584, "test_loss_ce_3_unscaled": 0.2260915270914285, "test_loss_ce_4_unscaled": 0.222914566152012, "test_loss_dice_unscaled": 0.27336554714856437, "test_loss_giou_unscaled": 0.2632848257169175, "test_loss_giou_0_unscaled": 0.31342372031638416, "test_loss_giou_1_unscaled": 0.27144726644308803, "test_loss_giou_2_unscaled": 0.2647503284505381, "test_loss_giou_3_unscaled": 0.2638506270445193, "test_loss_giou_4_unscaled": 0.2639739601947248, "test_loss_mask_unscaled": 0.015406595037196772, "test_coco_eval_bbox": [0.41773431394069743, 0.6011314485809488, 0.4487378359372546, 0.23725195327533596, 0.4521175809054105, 0.5570276502167186, 0.34207713109881366, 0.5633477980941023, 0.6044022593360298, 0.3782037714658181, 0.6534130608471946, 0.7972273386277944], "test_coco_eval_masks": [0.2953526990583012, 0.5260276350911657, 0.2931629737597686, 0.0996365530745447, 0.33049363964145667, 0.5024140814080486, 0.2658639831901405, 0.41144795312351634, 0.4362057943914392, 0.1863181490879992, 0.4890719544051844, 0.6668527125479656], "epoch": 38, "n_parameters": 66735317}
{"train_lr": 0.00019999999999998242, "train_class_error": 6.498812855942782, "train_grad_norm": 96.46256859938153, "train_loss": 7.183850489755324, "train_loss_bbox": 0.21761628988125997, "train_loss_bbox_0": 0.2699006697523018, "train_loss_bbox_1": 0.22568600518679596, "train_loss_bbox_2": 0.21909389055808826, "train_loss_bbox_3": 0.21792853819038813, "train_loss_bbox_4": 0.21817863577477717, "train_loss_ce": 0.3696118735979265, "train_loss_ce_0": 0.453572889513049, "train_loss_ce_1": 0.42165172328028905, "train_loss_ce_2": 0.3979709409464523, "train_loss_ce_3": 0.37661721223901545, "train_loss_ce_4": 0.369292308428638, "train_loss_dice": 0.2823180407608183, "train_loss_giou": 0.5012234616155442, "train_loss_giou_0": 0.6022235428982201, "train_loss_giou_1": 0.5179200053948697, "train_loss_giou_2": 0.5046490033400425, "train_loss_giou_3": 0.5018313370577524, "train_loss_giou_4": 0.5021455498722398, "train_loss_mask": 0.01441856800862857, "train_cardinality_error_unscaled": 292.6666948464764, "train_cardinality_error_0_unscaled": 293.0246770593805, "train_cardinality_error_1_unscaled": 292.6678192208846, "train_cardinality_error_2_unscaled": 292.739770729068, "train_cardinality_error_3_unscaled": 292.6794011226836, "train_cardinality_error_4_unscaled": 292.7940196807791, "train_class_error_unscaled": 6.498812855942782, "train_loss_bbox_unscaled": 0.04352325797645355, "train_loss_bbox_0_unscaled": 0.05398013395287906, "train_loss_bbox_1_unscaled": 0.045137201012718765, "train_loss_bbox_2_unscaled": 0.043818778097256664, "train_loss_bbox_3_unscaled": 0.0435857076505742, "train_loss_bbox_4_unscaled": 0.04363572713928432, "train_loss_ce_unscaled": 0.18480593679896326, "train_loss_ce_0_unscaled": 0.2267864447565245, "train_loss_ce_1_unscaled": 0.21082586164014452, "train_loss_ce_2_unscaled": 0.19898547047322615, "train_loss_ce_3_unscaled": 0.18830860611950773, "train_loss_ce_4_unscaled": 0.184646154214319, "train_loss_dice_unscaled": 0.2823180407608183, "train_loss_giou_unscaled": 0.2506117308077721, "train_loss_giou_0_unscaled": 0.30111177144911005, "train_loss_giou_1_unscaled": 0.25896000269743485, "train_loss_giou_2_unscaled": 0.25232450167002124, "train_loss_giou_3_unscaled": 0.2509156685288762, "train_loss_giou_4_unscaled": 0.2510727749361199, "train_loss_mask_unscaled": 0.01441856800862857, "test_class_error": 9.500145429239486, "test_loss": 7.676023113080107, "test_loss_bbox": 0.21937361659523777, "test_loss_bbox_0": 0.26263325673322707, "test_loss_bbox_1": 0.2253008495790128, "test_loss_bbox_2": 0.22025482066142293, "test_loss_bbox_3": 0.2204039287738526, "test_loss_bbox_4": 0.2206925884984172, "test_loss_ce": 0.44036981130179503, "test_loss_ce_0": 0.5129638349476714, "test_loss_ce_1": 0.48310466820058734, "test_loss_ce_2": 0.4648434133194506, "test_loss_ce_3": 0.4471772749203082, "test_loss_ce_4": 0.4398868802827768, "test_loss_dice": 0.2711247071004904, "test_loss_giou": 0.5168418666234793, "test_loss_giou_0": 0.6233924496859408, "test_loss_giou_1": 0.5362199479208206, "test_loss_giou_2": 0.5206861982520777, "test_loss_giou_3": 0.5179931043435971, "test_loss_giou_4": 0.5184735464402281, "test_loss_mask": 0.014286320421475762, "test_cardinality_error_unscaled": 291.7835463258786, "test_cardinality_error_0_unscaled": 292.25279552715654, "test_cardinality_error_1_unscaled": 291.774161341853, "test_cardinality_error_2_unscaled": 291.8342651757188, "test_cardinality_error_3_unscaled": 290.9329073482428, "test_cardinality_error_4_unscaled": 291.95666932907346, "test_class_error_unscaled": 9.500145429239486, "test_loss_bbox_unscaled": 0.04387472325358718, "test_loss_bbox_0_unscaled": 0.05252665120620316, "test_loss_bbox_1_unscaled": 0.045060169778930875, "test_loss_bbox_2_unscaled": 0.04405096416680005, "test_loss_bbox_3_unscaled": 0.044080785645273166, "test_loss_bbox_4_unscaled": 0.044138517683020795, "test_loss_ce_unscaled": 0.22018490565089752, "test_loss_ce_0_unscaled": 0.2564819174738357, "test_loss_ce_1_unscaled": 0.24155233410029367, "test_loss_ce_2_unscaled": 0.2324217066597253, "test_loss_ce_3_unscaled": 0.2235886374601541, "test_loss_ce_4_unscaled": 0.2199434401413884, "test_loss_dice_unscaled": 0.2711247071004904, "test_loss_giou_unscaled": 0.25842093331173965, "test_loss_giou_0_unscaled": 0.3116962248429704, "test_loss_giou_1_unscaled": 0.2681099739604103, "test_loss_giou_2_unscaled": 0.26034309912603887, "test_loss_giou_3_unscaled": 0.25899655217179857, "test_loss_giou_4_unscaled": 0.25923677322011407, "test_loss_mask_unscaled": 0.014286320421475762, "test_coco_eval_bbox": [0.4212885630124004, 0.6067678449314593, 0.45244272721362644, 0.24616071537275136, 0.45395054051225414, 0.5707075654330842, 0.3439103725401267, 0.5608835276042907, 0.6019016531344611, 0.37954263532889043, 0.6436161745503027, 0.7943330043283146], "test_coco_eval_masks": [0.29448872714973473, 0.5287270838440759, 0.289941807636655, 0.10094679573863734, 0.32748966586369854, 0.49785920205310613, 0.26253693021972446, 0.40485633566052065, 0.42838490474746566, 0.1921972089055155, 0.47573526633619573, 0.644704188729512], "epoch": 39, "n_parameters": 66735317}
{"train_lr": 2.0000000000001093e-05, "train_class_error": 5.0145458687501465, "train_grad_norm": 106.28031275731276, "train_loss": 6.661427011932328, "train_loss_bbox": 0.20383419769672617, "train_loss_bbox_0": 0.24755054733055976, "train_loss_bbox_1": 0.2107925026314871, "train_loss_bbox_2": 0.20535799089895282, "train_loss_bbox_3": 0.20434764099148506, "train_loss_bbox_4": 0.20446372485368028, "train_loss_ce": 0.3304654422018213, "train_loss_ce_0": 0.4085109635560709, "train_loss_ce_1": 0.37637627787508116, "train_loss_ce_2": 0.35458074351068475, "train_loss_ce_3": 0.33671816107579533, "train_loss_ce_4": 0.33017034815964735, "train_loss_dice": 0.267715672559882, "train_loss_giou": 0.4766036724868492, "train_loss_giou_0": 0.5642443514758706, "train_loss_giou_1": 0.4913293112985952, "train_loss_giou_2": 0.4800114881826257, "train_loss_giou_3": 0.477481537211188, "train_loss_giou_4": 0.4775609410286401, "train_loss_mask": 0.013311496240977612, "train_cardinality_error_unscaled": 292.6894613147572, "train_cardinality_error_0_unscaled": 293.05480691194373, "train_cardinality_error_1_unscaled": 292.6004582037062, "train_cardinality_error_2_unscaled": 292.69294433923983, "train_cardinality_error_3_unscaled": 292.1783697416475, "train_cardinality_error_4_unscaled": 292.80685276613013, "train_class_error_unscaled": 5.0145458687501465, "train_loss_bbox_unscaled": 0.04076683950084771, "train_loss_bbox_0_unscaled": 0.0495101094735192, "train_loss_bbox_1_unscaled": 0.042158500512994614, "train_loss_bbox_2_unscaled": 0.04107159815842545, "train_loss_bbox_3_unscaled": 0.04086952818156772, "train_loss_bbox_4_unscaled": 0.04089274499114377, "train_loss_ce_unscaled": 0.16523272110091064, "train_loss_ce_0_unscaled": 0.20425548177803546, "train_loss_ce_1_unscaled": 0.18818813893754058, "train_loss_ce_2_unscaled": 0.17729037175534237, "train_loss_ce_3_unscaled": 0.16835908053789767, "train_loss_ce_4_unscaled": 0.16508517407982368, "train_loss_dice_unscaled": 0.267715672559882, "train_loss_giou_unscaled": 0.2383018362434246, "train_loss_giou_0_unscaled": 0.2821221757379353, "train_loss_giou_1_unscaled": 0.2456646556492976, "train_loss_giou_2_unscaled": 0.24000574409131284, "train_loss_giou_3_unscaled": 0.238740768605594, "train_loss_giou_4_unscaled": 0.23878047051432005, "train_loss_mask_unscaled": 0.013311496240977612, "test_class_error": 8.077875333853042, "test_loss": 7.275073237312488, "test_loss_bbox": 0.20967908494007853, "test_loss_bbox_0": 0.24388565741979276, "test_loss_bbox_1": 0.21346710279536324, "test_loss_bbox_2": 0.21025372656008687, "test_loss_bbox_3": 0.21064530679593071, "test_loss_bbox_4": 0.2104198897894198, "test_loss_ce": 0.4129422308442692, "test_loss_ce_0": 0.47729276363461165, "test_loss_ce_1": 0.45124238148664897, "test_loss_ce_2": 0.4335862184865787, "test_loss_ce_3": 0.41820617048694686, "test_loss_ce_4": 0.4148365316299585, "test_loss_dice": 0.2576911544171385, "test_loss_giou": 0.499373495673981, "test_loss_giou_0": 0.58054043176456, "test_loss_giou_1": 0.5126269728230973, "test_loss_giou_2": 0.5030600073428961, "test_loss_giou_3": 0.5006802504816756, "test_loss_giou_4": 0.5003759266850286, "test_loss_mask": 0.014267904051659872, "test_cardinality_error_unscaled": 292.19428913738017, "test_cardinality_error_0_unscaled": 292.48961661341855, "test_cardinality_error_1_unscaled": 292.19029552715654, "test_cardinality_error_2_unscaled": 292.13777955271564, "test_cardinality_error_3_unscaled": 291.3732028753994, "test_cardinality_error_4_unscaled": 292.3031150159744, "test_class_error_unscaled": 8.077875333853042, "test_loss_bbox_unscaled": 0.0419358169368376, "test_loss_bbox_0_unscaled": 0.04877713141730799, "test_loss_bbox_1_unscaled": 0.042693420643576036, "test_loss_bbox_2_unscaled": 0.04205074526083927, "test_loss_bbox_3_unscaled": 0.04212906139608199, "test_loss_bbox_4_unscaled": 0.04208397790908623, "test_loss_ce_unscaled": 0.2064711154221346, "test_loss_ce_0_unscaled": 0.23864638181730582, "test_loss_ce_1_unscaled": 0.22562119074332448, "test_loss_ce_2_unscaled": 0.21679310924328934, "test_loss_ce_3_unscaled": 0.20910308524347343, "test_loss_ce_4_unscaled": 0.20741826581497924, "test_loss_dice_unscaled": 0.2576911544171385, "test_loss_giou_unscaled": 0.2496867478369905, "test_loss_giou_0_unscaled": 0.29027021588228, "test_loss_giou_1_unscaled": 0.25631348641154866, "test_loss_giou_2_unscaled": 0.25153000367144807, "test_loss_giou_3_unscaled": 0.2503401252408378, "test_loss_giou_4_unscaled": 0.2501879633425143, "test_loss_mask_unscaled": 0.014267904051659872, "test_coco_eval_bbox": [0.44647831536837224, 0.6371105171752511, 0.4801923688613975, 0.2685847699870941, 0.4790346857832089, 0.6001080734472866, 0.3542967958130711, 0.5849351129881281, 0.6258649674925093, 0.41362150586995405, 0.6733465348908979, 0.818074607997377], "test_coco_eval_masks": [0.3164108772789935, 0.5585916295878128, 0.31482009791513604, 0.11725349258426043, 0.3519753334215904, 0.5380592533002139, 0.27563233034423185, 0.42725029044659474, 0.4516027006491576, 0.21451303095963448, 0.5027817593890971, 0.6831567113899192], "epoch": 40, "n_parameters": 66735317}
{"train_lr": 2.0000000000001093e-05, "train_class_error": 4.6029470258099, "train_grad_norm": 109.38519628641652, "train_loss": 6.49068562187588, "train_loss_bbox": 0.1990396545470027, "train_loss_bbox_0": 0.24045699343022806, "train_loss_bbox_1": 0.20527200611759455, "train_loss_bbox_2": 0.2002316820340116, "train_loss_bbox_3": 0.19927880838543607, "train_loss_bbox_4": 0.19950949912720728, "train_loss_ce": 0.31853116804654, "train_loss_ce_0": 0.3927006462676332, "train_loss_ce_1": 0.36158945421622374, "train_loss_ce_2": 0.34134886131127956, "train_loss_ce_3": 0.32506683264640707, "train_loss_ce_4": 0.3185188274825037, "train_loss_dice": 0.2635092425556801, "train_loss_giou": 0.46862033228823896, "train_loss_giou_0": 0.5518907436648257, "train_loss_giou_1": 0.4819268075277885, "train_loss_giou_2": 0.471621883984962, "train_loss_giou_3": 0.46918133895677433, "train_loss_giou_4": 0.4693908902275922, "train_loss_mask": 0.012999945839987426, "train_cardinality_error_unscaled": 292.65779284458273, "train_cardinality_error_0_unscaled": 293.011581901799, "train_cardinality_error_1_unscaled": 292.46331834167455, "train_cardinality_error_2_unscaled": 292.44433078587855, "train_cardinality_error_3_unscaled": 292.11329974300014, "train_cardinality_error_4_unscaled": 292.82086094954684, "train_class_error_unscaled": 4.6029470258099, "train_loss_bbox_unscaled": 0.03980793090919898, "train_loss_bbox_0_unscaled": 0.04809139870650372, "train_loss_bbox_1_unscaled": 0.04105440122523215, "train_loss_bbox_2_unscaled": 0.04004633640241844, "train_loss_bbox_3_unscaled": 0.03985576168101759, "train_loss_bbox_4_unscaled": 0.039901899798936616, "train_loss_ce_unscaled": 0.15926558402327, "train_loss_ce_0_unscaled": 0.1963503231338166, "train_loss_ce_1_unscaled": 0.18079472710811187, "train_loss_ce_2_unscaled": 0.17067443065563978, "train_loss_ce_3_unscaled": 0.16253341632320353, "train_loss_ce_4_unscaled": 0.15925941374125185, "train_loss_dice_unscaled": 0.2635092425556801, "train_loss_giou_unscaled": 0.23431016614411948, "train_loss_giou_0_unscaled": 0.27594537183241286, "train_loss_giou_1_unscaled": 0.24096340376389425, "train_loss_giou_2_unscaled": 0.235810941992481, "train_loss_giou_3_unscaled": 0.23459066947838716, "train_loss_giou_4_unscaled": 0.2346954451137961, "train_loss_mask_unscaled": 0.012999945839987426, "test_class_error": 8.002872473134781, "test_loss": 7.1728594630671, "test_loss_bbox": 0.20486911878989528, "test_loss_bbox_0": 0.2394820109914286, "test_loss_bbox_1": 0.20942299544049528, "test_loss_bbox_2": 0.20640085785152812, "test_loss_bbox_3": 0.20540997795403576, "test_loss_bbox_4": 0.20555183277152977, "test_loss_ce": 0.41101946365147735, "test_loss_ce_0": 0.46943516348497555, "test_loss_ce_1": 0.4446671847432566, "test_loss_ce_2": 0.4290627639609785, "test_loss_ce_3": 0.41654867490830894, "test_loss_ce_4": 0.41207141726733015, "test_loss_dice": 0.25602381497907184, "test_loss_giou": 0.4917427413760664, "test_loss_giou_0": 0.570467567767579, "test_loss_giou_1": 0.5053269945965788, "test_loss_giou_2": 0.4958065897702409, "test_loss_giou_3": 0.4928996071647912, "test_loss_giou_4": 0.4927048911682714, "test_loss_mask": 0.0139457553449554, "test_cardinality_error_unscaled": 292.2354233226837, "test_cardinality_error_0_unscaled": 292.48682108626195, "test_cardinality_error_1_unscaled": 292.23482428115017, "test_cardinality_error_2_unscaled": 292.14017571884983, "test_cardinality_error_3_unscaled": 291.7823482428115, "test_cardinality_error_4_unscaled": 292.37000798722045, "test_class_error_unscaled": 8.002872473134781, "test_loss_bbox_unscaled": 0.040973823797255275, "test_loss_bbox_0_unscaled": 0.04789640226017553, "test_loss_bbox_1_unscaled": 0.04188459898574284, "test_loss_bbox_2_unscaled": 0.04128017159887015, "test_loss_bbox_3_unscaled": 0.04108199552177621, "test_loss_bbox_4_unscaled": 0.04111036659477237, "test_loss_ce_unscaled": 0.20550973182573867, "test_loss_ce_0_unscaled": 0.23471758174248777, "test_loss_ce_1_unscaled": 0.2223335923716283, "test_loss_ce_2_unscaled": 0.21453138198048924, "test_loss_ce_3_unscaled": 0.20827433745415447, "test_loss_ce_4_unscaled": 0.20603570863366508, "test_loss_dice_unscaled": 0.25602381497907184, "test_loss_giou_unscaled": 0.2458713706880332, "test_loss_giou_0_unscaled": 0.2852337838837895, "test_loss_giou_1_unscaled": 0.2526634972982894, "test_loss_giou_2_unscaled": 0.24790329488512045, "test_loss_giou_3_unscaled": 0.2464498035823956, "test_loss_giou_4_unscaled": 0.2463524455841357, "test_loss_mask_unscaled": 0.0139457553449554, "test_coco_eval_bbox": [0.4505472875105507, 0.6402291544195602, 0.48434578503562425, 0.27002444024414135, 0.4794405890255961, 0.6078112498107151, 0.35688135404623395, 0.586891559939503, 0.6300604523521391, 0.40864436068916055, 0.6748742363127553, 0.8238514246135027], "test_coco_eval_masks": [0.3160409879029039, 0.5594786289035828, 0.3120244009544741, 0.11326774879586628, 0.3513362145823305, 0.5417343414386423, 0.2748894774074903, 0.4253643098438152, 0.45121875405154394, 0.20694081103005005, 0.5012880136457318, 0.6810763534874731], "epoch": 41, "n_parameters": 66735317}
{"train_lr": 2.0000000000001093e-05, "train_class_error": 4.472292957876075, "train_grad_norm": 113.54625169740355, "train_loss": 6.414073061107799, "train_loss_bbox": 0.1971363049833439, "train_loss_bbox_0": 0.2379995295171984, "train_loss_bbox_1": 0.2033522918792163, "train_loss_bbox_2": 0.19847997697013553, "train_loss_bbox_3": 0.19740059440503274, "train_loss_bbox_4": 0.1975883805546615, "train_loss_ce": 0.31346523761144596, "train_loss_ce_0": 0.3848512502245824, "train_loss_ce_1": 0.35408529475377665, "train_loss_ce_2": 0.3346172330643285, "train_loss_ce_3": 0.3195560674363087, "train_loss_ce_4": 0.3134161476537144, "train_loss_dice": 0.26165158322251536, "train_loss_giou": 0.464491214968509, "train_loss_giou_0": 0.5471271977048273, "train_loss_giou_1": 0.47788715319617037, "train_loss_giou_2": 0.46761497391200624, "train_loss_giou_3": 0.46514298151999645, "train_loss_giou_4": 0.4653136738941696, "train_loss_mask": 0.012895976186194705, "train_cardinality_error_unscaled": 292.6975601920736, "train_cardinality_error_0_unscaled": 293.01997666711753, "train_cardinality_error_1_unscaled": 292.58655146760447, "train_cardinality_error_2_unscaled": 292.4337041796294, "train_cardinality_error_3_unscaled": 292.2943071148384, "train_cardinality_error_4_unscaled": 292.84765994860004, "train_class_error_unscaled": 4.472292957876075, "train_loss_bbox_unscaled": 0.039427260995862544, "train_loss_bbox_0_unscaled": 0.04759990590731967, "train_loss_bbox_1_unscaled": 0.040670458371509774, "train_loss_bbox_2_unscaled": 0.0396959954112099, "train_loss_bbox_3_unscaled": 0.03948011886780452, "train_loss_bbox_4_unscaled": 0.03951767613224702, "train_loss_ce_unscaled": 0.15673261880572298, "train_loss_ce_0_unscaled": 0.1924256251122912, "train_loss_ce_1_unscaled": 0.17704264737688832, "train_loss_ce_2_unscaled": 0.16730861653216425, "train_loss_ce_3_unscaled": 0.15977803371815436, "train_loss_ce_4_unscaled": 0.1567080738268572, "train_loss_dice_unscaled": 0.26165158322251536, "train_loss_giou_unscaled": 0.2322456074842545, "train_loss_giou_0_unscaled": 0.27356359885241366, "train_loss_giou_1_unscaled": 0.23894357659808518, "train_loss_giou_2_unscaled": 0.23380748695600312, "train_loss_giou_3_unscaled": 0.23257149075999822, "train_loss_giou_4_unscaled": 0.2326568369470848, "train_loss_mask_unscaled": 0.012895976186194705, "test_class_error": 7.925544427987486, "test_loss": 7.16362461114463, "test_loss_bbox": 0.2054358224708813, "test_loss_bbox_0": 0.23858401936273604, "test_loss_bbox_1": 0.2095277057573818, "test_loss_bbox_2": 0.20641314621550588, "test_loss_bbox_3": 0.20585164627708946, "test_loss_bbox_4": 0.20610845726899826, "test_loss_ce": 0.4103109762310601, "test_loss_ce_0": 0.4677295999024242, "test_loss_ce_1": 0.4430361113037926, "test_loss_ce_2": 0.4285712634888701, "test_loss_ce_3": 0.41552326273613466, "test_loss_ce_4": 0.4108285331687988, "test_loss_dice": 0.2545587734673351, "test_loss_giou": 0.4920481608127253, "test_loss_giou_0": 0.5695724264501383, "test_loss_giou_1": 0.5044370103187074, "test_loss_giou_2": 0.495271390238509, "test_loss_giou_3": 0.49291234275403495, "test_loss_giou_4": 0.4930952490328219, "test_loss_mask": 0.013808717637266309, "test_cardinality_error_unscaled": 292.32527955271564, "test_cardinality_error_0_unscaled": 292.5105830670926, "test_cardinality_error_1_unscaled": 292.37060702875397, "test_cardinality_error_2_unscaled": 292.22384185303514, "test_cardinality_error_3_unscaled": 292.07867412140575, "test_cardinality_error_4_unscaled": 292.4015575079872, "test_class_error_unscaled": 7.925544427987486, "test_loss_bbox_unscaled": 0.04108716450488796, "test_loss_bbox_0_unscaled": 0.04771680390230192, "test_loss_bbox_1_unscaled": 0.041905541139574475, "test_loss_bbox_2_unscaled": 0.04128262923715023, "test_loss_bbox_3_unscaled": 0.041170329248276766, "test_loss_bbox_4_unscaled": 0.04122169152759134, "test_loss_ce_unscaled": 0.20515548811553005, "test_loss_ce_0_unscaled": 0.2338647999512121, "test_loss_ce_1_unscaled": 0.2215180556518963, "test_loss_ce_2_unscaled": 0.21428563174443505, "test_loss_ce_3_unscaled": 0.20776163136806733, "test_loss_ce_4_unscaled": 0.2054142665843994, "test_loss_dice_unscaled": 0.2545587734673351, "test_loss_giou_unscaled": 0.24602408040636264, "test_loss_giou_0_unscaled": 0.28478621322506914, "test_loss_giou_1_unscaled": 0.2522185051593537, "test_loss_giou_2_unscaled": 0.2476356951192545, "test_loss_giou_3_unscaled": 0.24645617137701747, "test_loss_giou_4_unscaled": 0.24654762451641096, "test_loss_mask_unscaled": 0.013808717637266309, "test_coco_eval_bbox": [0.45342835024803063, 0.6429830671010709, 0.48495665759463613, 0.26939501885906153, 0.4829781278093388, 0.6140668354880937, 0.3579917752962858, 0.5881141997406959, 0.6305261602177384, 0.4123175507689359, 0.6735283888585858, 0.8296284198079807], "test_coco_eval_masks": [0.3215426183788641, 0.5643807645579728, 0.320570089896051, 0.11583957276327038, 0.3552286911324716, 0.5491269200413145, 0.2779233268606439, 0.4293814845961009, 0.4543470392268753, 0.21049722552647548, 0.504377923592207, 0.6886242975424617], "epoch": 42, "n_parameters": 66735317}
{"train_lr": 2.0000000000001093e-05, "train_class_error": 4.370442291114257, "train_grad_norm": 114.65688897494968, "train_loss": 6.36701168930774, "train_loss_bbox": 0.19554853340265443, "train_loss_bbox_0": 0.23616132636797793, "train_loss_bbox_1": 0.20193091043858538, "train_loss_bbox_2": 0.19687331702480068, "train_loss_bbox_3": 0.19587437150931625, "train_loss_bbox_4": 0.19601069475024893, "train_loss_ce": 0.31030404219930685, "train_loss_ce_0": 0.3810763936532651, "train_loss_ce_1": 0.35023320214232073, "train_loss_ce_2": 0.33129181904748767, "train_loss_ce_3": 0.3161243132860916, "train_loss_ce_4": 0.31022927050042765, "train_loss_dice": 0.2607676514671166, "train_loss_giou": 0.46206163230920116, "train_loss_giou_0": 0.5436267847945818, "train_loss_giou_1": 0.4753565012695147, "train_loss_giou_2": 0.4649623038420315, "train_loss_giou_3": 0.46289410337606207, "train_loss_giou_4": 0.4628686541075412, "train_loss_mask": 0.012815865097839794, "train_cardinality_error_unscaled": 292.7021168673069, "train_cardinality_error_0_unscaled": 292.9834387258217, "train_cardinality_error_1_unscaled": 292.67541086162583, "train_cardinality_error_2_unscaled": 292.33685580954955, "train_cardinality_error_3_unscaled": 292.12743473556066, "train_cardinality_error_4_unscaled": 292.8255275260382, "train_class_error_unscaled": 4.370442291114257, "train_loss_bbox_unscaled": 0.03910970669851991, "train_loss_bbox_0_unscaled": 0.0472322653063991, "train_loss_bbox_1_unscaled": 0.040386182071995576, "train_loss_bbox_2_unscaled": 0.03937466340672376, "train_loss_bbox_3_unscaled": 0.039174874314813334, "train_loss_bbox_4_unscaled": 0.03920213893447946, "train_loss_ce_unscaled": 0.15515202109965343, "train_loss_ce_0_unscaled": 0.19053819682663256, "train_loss_ce_1_unscaled": 0.17511660107116037, "train_loss_ce_2_unscaled": 0.16564590952374383, "train_loss_ce_3_unscaled": 0.1580621566430458, "train_loss_ce_4_unscaled": 0.15511463525021382, "train_loss_dice_unscaled": 0.2607676514671166, "train_loss_giou_unscaled": 0.23103081615460058, "train_loss_giou_0_unscaled": 0.2718133923972909, "train_loss_giou_1_unscaled": 0.23767825063475734, "train_loss_giou_2_unscaled": 0.23248115192101576, "train_loss_giou_3_unscaled": 0.23144705168803104, "train_loss_giou_4_unscaled": 0.2314343270537706, "train_loss_mask_unscaled": 0.012815865097839794, "test_class_error": 7.913492620181732, "test_loss": 7.172075870318915, "test_loss_bbox": 0.20405426873757054, "test_loss_bbox_0": 0.2373876731140545, "test_loss_bbox_1": 0.2083607991330159, "test_loss_bbox_2": 0.20538620074717, "test_loss_bbox_3": 0.2049252437516904, "test_loss_bbox_4": 0.20477085665296824, "test_loss_ce": 0.4154951185368882, "test_loss_ce_0": 0.47301936644715625, "test_loss_ce_1": 0.4480633560460977, "test_loss_ce_2": 0.4340506177931167, "test_loss_ce_3": 0.42168147662005867, "test_loss_ce_4": 0.41673332852677414, "test_loss_dice": 0.25374129538338025, "test_loss_giou": 0.4889974274193517, "test_loss_giou_0": 0.5662009438958031, "test_loss_giou_1": 0.502341335383467, "test_loss_giou_2": 0.49233032929630705, "test_loss_giou_3": 0.49039780474699346, "test_loss_giou_4": 0.48992121400543676, "test_loss_mask": 0.014217207648645574, "test_cardinality_error_unscaled": 292.2505990415335, "test_cardinality_error_0_unscaled": 292.4866214057508, "test_cardinality_error_1_unscaled": 292.3608226837061, "test_cardinality_error_2_unscaled": 292.12819488817894, "test_cardinality_error_3_unscaled": 291.7300319488818, "test_cardinality_error_4_unscaled": 292.3466453674121, "test_class_error_unscaled": 7.913492620181732, "test_loss_bbox_unscaled": 0.04081085382606656, "test_loss_bbox_0_unscaled": 0.04747753464185392, "test_loss_bbox_1_unscaled": 0.04167215987302054, "test_loss_bbox_2_unscaled": 0.04107724015300457, "test_loss_bbox_3_unscaled": 0.040985048781282986, "test_loss_bbox_4_unscaled": 0.040954171319881945, "test_loss_ce_unscaled": 0.2077475592684441, "test_loss_ce_0_unscaled": 0.23650968322357813, "test_loss_ce_1_unscaled": 0.22403167802304885, "test_loss_ce_2_unscaled": 0.21702530889655836, "test_loss_ce_3_unscaled": 0.21084073831002934, "test_loss_ce_4_unscaled": 0.20836666426338707, "test_loss_dice_unscaled": 0.25374129538338025, "test_loss_giou_unscaled": 0.24449871370967585, "test_loss_giou_0_unscaled": 0.28310047194790156, "test_loss_giou_1_unscaled": 0.2511706676917335, "test_loss_giou_2_unscaled": 0.24616516464815352, "test_loss_giou_3_unscaled": 0.24519890237349673, "test_loss_giou_4_unscaled": 0.24496060700271838, "test_loss_mask_unscaled": 0.014217207648645574, "test_coco_eval_bbox": [0.4534961592153088, 0.6409261693763139, 0.48737421973978723, 0.2679314417862791, 0.48329475979002906, 0.6115480322039598, 0.35906860513646677, 0.5914722209469915, 0.6336357850152963, 0.4086254255960848, 0.6767532396679158, 0.8317542819439001], "test_coco_eval_masks": [0.32021095949688155, 0.5617001838605153, 0.3199719198217615, 0.11239054826182013, 0.35678217408570656, 0.5479559986408805, 0.27813252254872384, 0.4301938210398578, 0.454932412054216, 0.2090153295106643, 0.5048546479088037, 0.6889725767379321], "epoch": 43, "n_parameters": 66735317}
{"train_lr": 2.0000000000001093e-05, "train_class_error": 4.315979590842289, "train_grad_norm": 112.55505455019154, "train_loss": 6.326472429208176, "train_loss_bbox": 0.19410797737938906, "train_loss_bbox_0": 0.2341349798353054, "train_loss_bbox_1": 0.20022862019105772, "train_loss_bbox_2": 0.19548096121804698, "train_loss_bbox_3": 0.19435355097083654, "train_loss_bbox_4": 0.19452104927818523, "train_loss_ce": 0.30812303947649383, "train_loss_ce_0": 0.3776171812141408, "train_loss_ce_1": 0.34712730598243313, "train_loss_ce_2": 0.328359605654536, "train_loss_ce_3": 0.3139276435331919, "train_loss_ce_4": 0.30807846081759954, "train_loss_dice": 0.2595030935888085, "train_loss_giou": 0.4597644959253306, "train_loss_giou_0": 0.541427262019566, "train_loss_giou_1": 0.47306982390043395, "train_loss_giou_2": 0.46284632244896023, "train_loss_giou_3": 0.4604939487888093, "train_loss_giou_4": 0.4605764575039568, "train_loss_mask": 0.012730651602363668, "train_cardinality_error_unscaled": 292.6712937914243, "train_cardinality_error_0_unscaled": 292.96493304477207, "train_cardinality_error_1_unscaled": 292.6056235628297, "train_cardinality_error_2_unscaled": 292.3420465305018, "train_cardinality_error_3_unscaled": 292.3136243744082, "train_cardinality_error_4_unscaled": 292.7948566211281, "train_class_error_unscaled": 4.315979590842289, "train_loss_bbox_unscaled": 0.03882159547340873, "train_loss_bbox_0_unscaled": 0.04682699596061123, "train_loss_bbox_1_unscaled": 0.04004572405070812, "train_loss_bbox_2_unscaled": 0.03909619224577614, "train_loss_bbox_3_unscaled": 0.038870710196787554, "train_loss_bbox_4_unscaled": 0.03890420986374975, "train_loss_ce_unscaled": 0.15406151973824692, "train_loss_ce_0_unscaled": 0.1888085906070704, "train_loss_ce_1_unscaled": 0.17356365299121657, "train_loss_ce_2_unscaled": 0.164179802827268, "train_loss_ce_3_unscaled": 0.15696382176659596, "train_loss_ce_4_unscaled": 0.15403923040879977, "train_loss_dice_unscaled": 0.2595030935888085, "train_loss_giou_unscaled": 0.2298822479626653, "train_loss_giou_0_unscaled": 0.270713631009783, "train_loss_giou_1_unscaled": 0.23653491195021698, "train_loss_giou_2_unscaled": 0.23142316122448012, "train_loss_giou_3_unscaled": 0.23024697439440464, "train_loss_giou_4_unscaled": 0.2302882287519784, "train_loss_mask_unscaled": 0.012730651602363668, "test_class_error": 7.816478747529343, "test_loss": 7.137644063931304, "test_loss_bbox": 0.203552387273921, "test_loss_bbox_0": 0.23690917540472536, "test_loss_bbox_1": 0.20757626230343462, "test_loss_bbox_2": 0.20406760056369222, "test_loss_bbox_3": 0.2041153487877343, "test_loss_bbox_4": 0.20449935537748062, "test_loss_ce": 0.4109307673221198, "test_loss_ce_0": 0.4664032610651022, "test_loss_ce_1": 0.44391449133809, "test_loss_ce_2": 0.4297043793022442, "test_loss_ce_3": 0.41692313066305825, "test_loss_ce_4": 0.4112811898366331, "test_loss_dice": 0.2524863730985136, "test_loss_giou": 0.48910223809294046, "test_loss_giou_0": 0.5676772517327684, "test_loss_giou_1": 0.5017369159113485, "test_loss_giou_2": 0.49236770645498085, "test_loss_giou_3": 0.49014243283591713, "test_loss_giou_4": 0.48997796676791133, "test_loss_mask": 0.014275859105594146, "test_cardinality_error_unscaled": 292.1475638977636, "test_cardinality_error_0_unscaled": 292.4093450479233, "test_cardinality_error_1_unscaled": 292.1823083067093, "test_cardinality_error_2_unscaled": 291.7342252396166, "test_cardinality_error_3_unscaled": 291.84464856230034, "test_cardinality_error_4_unscaled": 292.2494009584665, "test_class_error_unscaled": 7.816478747529343, "test_loss_bbox_unscaled": 0.0407104774024159, "test_loss_bbox_0_unscaled": 0.0473818350880862, "test_loss_bbox_1_unscaled": 0.04151525251424541, "test_loss_bbox_2_unscaled": 0.04081352022342598, "test_loss_bbox_3_unscaled": 0.04082306979682308, "test_loss_bbox_4_unscaled": 0.04089987108977839, "test_loss_ce_unscaled": 0.2054653836610599, "test_loss_ce_0_unscaled": 0.2332016305325511, "test_loss_ce_1_unscaled": 0.221957245669045, "test_loss_ce_2_unscaled": 0.2148521896511221, "test_loss_ce_3_unscaled": 0.20846156533152913, "test_loss_ce_4_unscaled": 0.20564059491831654, "test_loss_dice_unscaled": 0.2524863730985136, "test_loss_giou_unscaled": 0.24455111904647023, "test_loss_giou_0_unscaled": 0.2838386258663842, "test_loss_giou_1_unscaled": 0.25086845795567425, "test_loss_giou_2_unscaled": 0.24618385322749042, "test_loss_giou_3_unscaled": 0.24507121641795857, "test_loss_giou_4_unscaled": 0.24498898338395567, "test_loss_mask_unscaled": 0.014275859105594146, "test_coco_eval_bbox": [0.4547558918081841, 0.642161902744954, 0.48866640688980006, 0.2691256214431655, 0.4861000935376015, 0.6168758881123027, 0.3611117998696669, 0.5923401560362049, 0.6333485511514836, 0.4131370955805713, 0.6767514475554478, 0.8289624747374659], "test_coco_eval_masks": [0.32269333530298194, 0.5639244619091583, 0.3221098761436495, 0.11753940939491281, 0.3583254296498735, 0.5543786135187428, 0.2812044653080189, 0.43459397157107504, 0.4595604482687191, 0.2134982093895266, 0.5092872461204165, 0.6954807700321999], "epoch": 44, "n_parameters": 66735317}
{"train_lr": 2.0000000000001093e-05, "train_class_error": 4.228597380417408, "train_grad_norm": 126.90752204390384, "train_loss": 6.291108890491136, "train_loss_bbox": 0.19325217697857586, "train_loss_bbox_0": 0.23327090234737444, "train_loss_bbox_1": 0.199606278172272, "train_loss_bbox_2": 0.19458445078539266, "train_loss_bbox_3": 0.1935477415824088, "train_loss_bbox_4": 0.19369557537072957, "train_loss_ce": 0.3056119788459749, "train_loss_ce_0": 0.3744772776697286, "train_loss_ce_1": 0.34360713598879106, "train_loss_ce_2": 0.3253919792932344, "train_loss_ce_3": 0.3111473164397326, "train_loss_ce_4": 0.305532521910005, "train_loss_dice": 0.2586529607840873, "train_loss_giou": 0.45786515769359626, "train_loss_giou_0": 0.5387491772119366, "train_loss_giou_1": 0.4712493523147099, "train_loss_giou_2": 0.4609506148479634, "train_loss_giou_3": 0.4585681709952337, "train_loss_giou_4": 0.4586418696553075, "train_loss_mask": 0.012706253264980167, "train_cardinality_error_unscaled": 292.7282141890978, "train_cardinality_error_0_unscaled": 292.99281414851885, "train_cardinality_error_1_unscaled": 292.6022927093196, "train_cardinality_error_2_unscaled": 292.30500980657376, "train_cardinality_error_3_unscaled": 292.5124272960909, "train_cardinality_error_4_unscaled": 292.82284762613284, "train_class_error_unscaled": 4.228597380417408, "train_loss_bbox_unscaled": 0.03865043539667257, "train_loss_bbox_0_unscaled": 0.04665418047204475, "train_loss_bbox_1_unscaled": 0.03992125560815112, "train_loss_bbox_2_unscaled": 0.038916890154559056, "train_loss_bbox_3_unscaled": 0.038709548345707626, "train_loss_bbox_4_unscaled": 0.038739115063261796, "train_loss_ce_unscaled": 0.15280598942298745, "train_loss_ce_0_unscaled": 0.1872386388348643, "train_loss_ce_1_unscaled": 0.17180356799439553, "train_loss_ce_2_unscaled": 0.1626959896466172, "train_loss_ce_3_unscaled": 0.1555736582198663, "train_loss_ce_4_unscaled": 0.1527662609550025, "train_loss_dice_unscaled": 0.2586529607840873, "train_loss_giou_unscaled": 0.22893257884679813, "train_loss_giou_0_unscaled": 0.2693745886059683, "train_loss_giou_1_unscaled": 0.23562467615735494, "train_loss_giou_2_unscaled": 0.2304753074239817, "train_loss_giou_3_unscaled": 0.22928408549761686, "train_loss_giou_4_unscaled": 0.22932093482765376, "train_loss_mask_unscaled": 0.012706253264980167, "test_class_error": 7.712978463584242, "test_loss": 7.155741950574393, "test_loss_bbox": 0.20378143073746952, "test_loss_bbox_0": 0.23742590182886336, "test_loss_bbox_1": 0.20788475433096718, "test_loss_bbox_2": 0.2046668091997171, "test_loss_bbox_3": 0.20452094918337113, "test_loss_bbox_4": 0.20459696441031874, "test_loss_ce": 0.4145043961727581, "test_loss_ce_0": 0.4683039779670703, "test_loss_ce_1": 0.44411603568460994, "test_loss_ce_2": 0.4307669776316268, "test_loss_ce_3": 0.4192567429127404, "test_loss_ce_4": 0.41536486691560226, "test_loss_dice": 0.2529051135808896, "test_loss_giou": 0.49015201023592353, "test_loss_giou_0": 0.5660304920361064, "test_loss_giou_1": 0.5034201954500362, "test_loss_giou_2": 0.49252432061079593, "test_loss_giou_3": 0.4903282044223322, "test_loss_giou_4": 0.49122700590295154, "test_loss_mask": 0.013964798070859319, "test_cardinality_error_unscaled": 292.27376198083067, "test_cardinality_error_0_unscaled": 292.4720447284345, "test_cardinality_error_1_unscaled": 292.2490015974441, "test_cardinality_error_2_unscaled": 292.00838658146967, "test_cardinality_error_3_unscaled": 292.0225638977636, "test_cardinality_error_4_unscaled": 292.33186900958464, "test_class_error_unscaled": 7.712978463584242, "test_loss_bbox_unscaled": 0.0407562861903407, "test_loss_bbox_0_unscaled": 0.0474851803419689, "test_loss_bbox_1_unscaled": 0.04157695079002137, "test_loss_bbox_2_unscaled": 0.040933361824470965, "test_loss_bbox_3_unscaled": 0.040904189927128555, "test_loss_bbox_4_unscaled": 0.040919392842787526, "test_loss_ce_unscaled": 0.20725219808637904, "test_loss_ce_0_unscaled": 0.23415198898353515, "test_loss_ce_1_unscaled": 0.22205801784230497, "test_loss_ce_2_unscaled": 0.2153834888158134, "test_loss_ce_3_unscaled": 0.2096283714563702, "test_loss_ce_4_unscaled": 0.20768243345780113, "test_loss_dice_unscaled": 0.2529051135808896, "test_loss_giou_unscaled": 0.24507600511796176, "test_loss_giou_0_unscaled": 0.2830152460180532, "test_loss_giou_1_unscaled": 0.2517100977250181, "test_loss_giou_2_unscaled": 0.24626216030539796, "test_loss_giou_3_unscaled": 0.2451641022111661, "test_loss_giou_4_unscaled": 0.24561350295147577, "test_loss_mask_unscaled": 0.013964798070859319, "test_coco_eval_bbox": [0.45407140354233094, 0.6429481968039428, 0.49036291855828523, 0.26842516028437563, 0.4842726941360332, 0.6139093562845953, 0.3596645922039629, 0.5927404407347818, 0.6337929516676584, 0.4007186891211181, 0.6800319226814645, 0.8313023963323167], "test_coco_eval_masks": [0.3233792768172452, 0.5646398002681461, 0.3244257309629896, 0.11646661925234975, 0.357378446094599, 0.5534346881537838, 0.2807004639951904, 0.43560394503291916, 0.4604084481987006, 0.20766520442811312, 0.5115741739382637, 0.6966937658671193], "epoch": 45, "n_parameters": 66735317}
{"train_lr": 2.0000000000001093e-05, "train_class_error": 4.161625864185533, "train_grad_norm": 117.51969975095213, "train_loss": 6.267536317223418, "train_loss_bbox": 0.19251994651789014, "train_loss_bbox_0": 0.23224633116812726, "train_loss_bbox_1": 0.1987185129959045, "train_loss_bbox_2": 0.19369650269843044, "train_loss_bbox_3": 0.19285940771437976, "train_loss_bbox_4": 0.19297219829599316, "train_loss_ce": 0.30383158927758425, "train_loss_ce_0": 0.3724196407020326, "train_loss_ce_1": 0.3417008498775029, "train_loss_ce_2": 0.3237008182408764, "train_loss_ce_3": 0.3094203138650149, "train_loss_ce_4": 0.3037827551026282, "train_loss_dice": 0.25830500362896713, "train_loss_giou": 0.4568883075606721, "train_loss_giou_0": 0.5372491522899875, "train_loss_giou_1": 0.4698039429864686, "train_loss_giou_2": 0.45961595764747737, "train_loss_giou_3": 0.4575696939945898, "train_loss_giou_4": 0.45756428143047084, "train_loss_mask": 0.012671116100762523, "train_cardinality_error_unscaled": 292.75634045718925, "train_cardinality_error_0_unscaled": 292.98100399026106, "train_cardinality_error_1_unscaled": 292.5898146895712, "train_cardinality_error_2_unscaled": 292.45622548356556, "train_cardinality_error_3_unscaled": 292.5228594616529, "train_cardinality_error_4_unscaled": 292.8414547544975, "train_class_error_unscaled": 4.161625864185533, "train_loss_bbox_unscaled": 0.03850398929183729, "train_loss_bbox_0_unscaled": 0.04644926623302078, "train_loss_bbox_1_unscaled": 0.039743702614549674, "train_loss_bbox_2_unscaled": 0.038739300546488664, "train_loss_bbox_3_unscaled": 0.03857188154075959, "train_loss_bbox_4_unscaled": 0.03859443965118671, "train_loss_ce_unscaled": 0.15191579463879212, "train_loss_ce_0_unscaled": 0.1862098203510163, "train_loss_ce_1_unscaled": 0.17085042493875144, "train_loss_ce_2_unscaled": 0.1618504091204382, "train_loss_ce_3_unscaled": 0.15471015693250745, "train_loss_ce_4_unscaled": 0.1518913775513141, "train_loss_dice_unscaled": 0.25830500362896713, "train_loss_giou_unscaled": 0.22844415378033606, "train_loss_giou_0_unscaled": 0.26862457614499374, "train_loss_giou_1_unscaled": 0.2349019714932343, "train_loss_giou_2_unscaled": 0.22980797882373868, "train_loss_giou_3_unscaled": 0.2287848469972949, "train_loss_giou_4_unscaled": 0.22878214071523542, "train_loss_mask_unscaled": 0.012671116100762523, "test_class_error": 7.7435612526183695, "test_loss": 7.1477001162763605, "test_loss_bbox": 0.20447143883750843, "test_loss_bbox_0": 0.23625252260186802, "test_loss_bbox_1": 0.20927641452691806, "test_loss_bbox_2": 0.2057219799429464, "test_loss_bbox_3": 0.20510651299747795, "test_loss_bbox_4": 0.20511747625308296, "test_loss_ce": 0.4124536962745289, "test_loss_ce_0": 0.4674326149990764, "test_loss_ce_1": 0.4434819132946551, "test_loss_ce_2": 0.4301039373246245, "test_loss_ce_3": 0.41837031982196404, "test_loss_ce_4": 0.4136915597291038, "test_loss_dice": 0.2520070317835092, "test_loss_giou": 0.4889628130216568, "test_loss_giou_0": 0.5651141702176664, "test_loss_giou_1": 0.5021367204455903, "test_loss_giou_2": 0.49313740789319, "test_loss_giou_3": 0.49088983309154693, "test_loss_giou_4": 0.4901930318472865, "test_loss_mask": 0.013778747334635962, "test_cardinality_error_unscaled": 292.25039936102235, "test_cardinality_error_0_unscaled": 292.44029552715654, "test_cardinality_error_1_unscaled": 292.1916932907348, "test_cardinality_error_2_unscaled": 292.0654952076677, "test_cardinality_error_3_unscaled": 292.03873801916933, "test_cardinality_error_4_unscaled": 292.3065095846645, "test_class_error_unscaled": 7.7435612526183695, "test_loss_bbox_unscaled": 0.040894287778213384, "test_loss_bbox_0_unscaled": 0.04725050456679096, "test_loss_bbox_1_unscaled": 0.04185528283754286, "test_loss_bbox_2_unscaled": 0.04114439606238097, "test_loss_bbox_3_unscaled": 0.04102130265186389, "test_loss_bbox_4_unscaled": 0.0410234952708498, "test_loss_ce_unscaled": 0.20622684813726444, "test_loss_ce_0_unscaled": 0.2337163074995382, "test_loss_ce_1_unscaled": 0.22174095664732754, "test_loss_ce_2_unscaled": 0.21505196866231224, "test_loss_ce_3_unscaled": 0.20918515991098202, "test_loss_ce_4_unscaled": 0.2068457798645519, "test_loss_dice_unscaled": 0.2520070317835092, "test_loss_giou_unscaled": 0.2444814065108284, "test_loss_giou_0_unscaled": 0.2825570851088332, "test_loss_giou_1_unscaled": 0.25106836022279516, "test_loss_giou_2_unscaled": 0.246568703946595, "test_loss_giou_3_unscaled": 0.24544491654577347, "test_loss_giou_4_unscaled": 0.24509651592364326, "test_loss_mask_unscaled": 0.013778747334635962, "test_coco_eval_bbox": [0.45603195635058147, 0.6454638364747454, 0.4899169614387438, 0.2733851116060917, 0.4857907137515608, 0.6135860686591388, 0.36187228177887176, 0.5945243904893788, 0.6350055470841682, 0.41693837248728316, 0.679907566205994, 0.828585727246313], "test_coco_eval_masks": [0.3238862752411431, 0.5686052867219272, 0.3222688160581342, 0.11995872734926293, 0.3581339570200326, 0.5535530246636742, 0.28227963662603656, 0.43503149764348964, 0.4592018963155279, 0.21541077392297214, 0.5098838790199038, 0.6908779643285691], "epoch": 46, "n_parameters": 66735317}
{"train_lr": 2.0000000000001093e-05, "train_class_error": 4.086907399679478, "train_grad_norm": 114.0885220267978, "train_loss": 6.234475134029515, "train_loss_bbox": 0.1913628930347659, "train_loss_bbox_0": 0.23081081243775847, "train_loss_bbox_1": 0.19743263019541354, "train_loss_bbox_2": 0.19268899477477103, "train_loss_bbox_3": 0.19159818111431223, "train_loss_bbox_4": 0.19182172360801414, "train_loss_ce": 0.30124463529164647, "train_loss_ce_0": 0.3694898014976097, "train_loss_ce_1": 0.3388844119624487, "train_loss_ce_2": 0.32056444455641103, "train_loss_ce_3": 0.306873662480156, "train_loss_ce_4": 0.30101816628083444, "train_loss_dice": 0.25774171104913923, "train_loss_giou": 0.4555356453735838, "train_loss_giou_0": 0.5353176880435887, "train_loss_giou_1": 0.4683461320826734, "train_loss_giou_2": 0.45860005961926337, "train_loss_giou_3": 0.4561676111056681, "train_loss_giou_4": 0.4563458767445826, "train_loss_mask": 0.012630057236968051, "train_cardinality_error_unscaled": 292.788812051941, "train_cardinality_error_0_unscaled": 292.97419856621127, "train_cardinality_error_1_unscaled": 292.67074428513456, "train_cardinality_error_2_unscaled": 292.53938692005954, "train_cardinality_error_3_unscaled": 292.58572298119844, "train_cardinality_error_4_unscaled": 292.8743405924523, "train_class_error_unscaled": 4.086907399679478, "train_loss_bbox_unscaled": 0.038272578606096556, "train_loss_bbox_0_unscaled": 0.046162162496873736, "train_loss_bbox_1_unscaled": 0.03948652604135023, "train_loss_bbox_2_unscaled": 0.03853779895681861, "train_loss_bbox_3_unscaled": 0.03831963623530863, "train_loss_bbox_4_unscaled": 0.038364344713994025, "train_loss_ce_unscaled": 0.15062231764582323, "train_loss_ce_0_unscaled": 0.18474490074880484, "train_loss_ce_1_unscaled": 0.16944220598122434, "train_loss_ce_2_unscaled": 0.16028222227820552, "train_loss_ce_3_unscaled": 0.153436831240078, "train_loss_ce_4_unscaled": 0.15050908314041722, "train_loss_dice_unscaled": 0.25774171104913923, "train_loss_giou_unscaled": 0.2277678226867919, "train_loss_giou_0_unscaled": 0.26765884402179435, "train_loss_giou_1_unscaled": 0.2341730660413367, "train_loss_giou_2_unscaled": 0.22930002980963168, "train_loss_giou_3_unscaled": 0.22808380555283406, "train_loss_giou_4_unscaled": 0.2281729383722913, "train_loss_mask_unscaled": 0.012630057236968051, "test_class_error": 7.719766475141239, "test_loss": 7.124813422608299, "test_loss_bbox": 0.20491707691559777, "test_loss_bbox_0": 0.23708263767984347, "test_loss_bbox_1": 0.20789786685293857, "test_loss_bbox_2": 0.2051218804269553, "test_loss_bbox_3": 0.20533926837360517, "test_loss_bbox_4": 0.206090512081457, "test_loss_ce": 0.4103269876001742, "test_loss_ce_0": 0.4626786310832721, "test_loss_ce_1": 0.439991863390889, "test_loss_ce_2": 0.427020251132048, "test_loss_ce_3": 0.41587772422705216, "test_loss_ce_4": 0.41039309024620363, "test_loss_dice": 0.25242471628295726, "test_loss_giou": 0.4889942737052235, "test_loss_giou_0": 0.5634861365674784, "test_loss_giou_1": 0.5008671238970833, "test_loss_giou_2": 0.49237586505496844, "test_loss_giou_3": 0.48988229369583985, "test_loss_giou_4": 0.4903763883982223, "test_loss_mask": 0.013668824191065356, "test_cardinality_error_unscaled": 292.33446485623006, "test_cardinality_error_0_unscaled": 292.47843450479235, "test_cardinality_error_1_unscaled": 292.36661341853033, "test_cardinality_error_2_unscaled": 292.2216453674121, "test_cardinality_error_3_unscaled": 292.17492012779553, "test_cardinality_error_4_unscaled": 292.3895766773163, "test_class_error_unscaled": 7.719766475141239, "test_loss_bbox_unscaled": 0.04098341540216257, "test_loss_bbox_0_unscaled": 0.04741652740742833, "test_loss_bbox_1_unscaled": 0.04157957347770468, "test_loss_bbox_2_unscaled": 0.041024376058016725, "test_loss_bbox_3_unscaled": 0.04106785354022972, "test_loss_bbox_4_unscaled": 0.04121810239486801, "test_loss_ce_unscaled": 0.2051634938000871, "test_loss_ce_0_unscaled": 0.23133931554163606, "test_loss_ce_1_unscaled": 0.2199959316954445, "test_loss_ce_2_unscaled": 0.213510125566024, "test_loss_ce_3_unscaled": 0.20793886211352608, "test_loss_ce_4_unscaled": 0.20519654512310181, "test_loss_dice_unscaled": 0.25242471628295726, "test_loss_giou_unscaled": 0.24449713685261176, "test_loss_giou_0_unscaled": 0.2817430682837392, "test_loss_giou_1_unscaled": 0.25043356194854166, "test_loss_giou_2_unscaled": 0.24618793252748422, "test_loss_giou_3_unscaled": 0.24494114684791993, "test_loss_giou_4_unscaled": 0.24518819419911114, "test_loss_mask_unscaled": 0.013668824191065356, "test_coco_eval_bbox": [0.4562308069865068, 0.6464826695486617, 0.4877418029206162, 0.2718879545739328, 0.48736312288670547, 0.6125422799324873, 0.35979388148995894, 0.5936252271999183, 0.63370094162544, 0.41325609154163245, 0.6831362100398338, 0.828317481415273], "test_coco_eval_masks": [0.32226665869664545, 0.5676051751129719, 0.3191334439905829, 0.11628135526091588, 0.3591366799232336, 0.5493080437671437, 0.2790068566988592, 0.43308759809075426, 0.45766313080934906, 0.2088568183901022, 0.5104513255001786, 0.6897598901391342], "epoch": 47, "n_parameters": 66735317}
{"train_lr": 2.0000000000001093e-05, "train_class_error": 4.050441528711431, "train_grad_norm": 123.85407757149584, "train_loss": 6.200328885178661, "train_loss_bbox": 0.1911483928440276, "train_loss_bbox_0": 0.23052237404468304, "train_loss_bbox_1": 0.1971705903431551, "train_loss_bbox_2": 0.1922990570416006, "train_loss_bbox_3": 0.19137046059139298, "train_loss_bbox_4": 0.19152522565091268, "train_loss_ce": 0.29901460384231743, "train_loss_ce_0": 0.3660053165863061, "train_loss_ce_1": 0.335728512573763, "train_loss_ce_2": 0.31785878562969977, "train_loss_ce_3": 0.3045335175729275, "train_loss_ce_4": 0.29891792476886697, "train_loss_dice": 0.2565055989372977, "train_loss_giou": 0.4530074538235475, "train_loss_giou_0": 0.5327673351008434, "train_loss_giou_1": 0.4659198707154296, "train_loss_giou_2": 0.45593617630153227, "train_loss_giou_3": 0.45366932787318587, "train_loss_giou_4": 0.45378654813485914, "train_loss_mask": 0.0126418108309521, "train_cardinality_error_unscaled": 292.80709793047475, "train_cardinality_error_0_unscaled": 292.99017651832816, "train_cardinality_error_1_unscaled": 292.7538296361423, "train_cardinality_error_2_unscaled": 292.5903811037468, "train_cardinality_error_3_unscaled": 292.67386379007166, "train_cardinality_error_4_unscaled": 292.89195015555254, "train_class_error_unscaled": 4.050441528711431, "train_loss_bbox_unscaled": 0.03822967859788022, "train_loss_bbox_0_unscaled": 0.046104474820576564, "train_loss_bbox_1_unscaled": 0.0394341180744258, "train_loss_bbox_2_unscaled": 0.03845981141608009, "train_loss_bbox_3_unscaled": 0.03827409212105001, "train_loss_bbox_4_unscaled": 0.03830504513310512, "train_loss_ce_unscaled": 0.14950730192115871, "train_loss_ce_0_unscaled": 0.18300265829315304, "train_loss_ce_1_unscaled": 0.1678642562868815, "train_loss_ce_2_unscaled": 0.15892939281484988, "train_loss_ce_3_unscaled": 0.15226675878646376, "train_loss_ce_4_unscaled": 0.14945896238443349, "train_loss_dice_unscaled": 0.2565055989372977, "train_loss_giou_unscaled": 0.22650372691177376, "train_loss_giou_0_unscaled": 0.2663836675504217, "train_loss_giou_1_unscaled": 0.2329599353577148, "train_loss_giou_2_unscaled": 0.22796808815076613, "train_loss_giou_3_unscaled": 0.22683466393659293, "train_loss_giou_4_unscaled": 0.22689327406742957, "train_loss_mask_unscaled": 0.0126418108309521, "test_class_error": 7.646785180027873, "test_loss": 7.157950459196925, "test_loss_bbox": 0.2056063475509802, "test_loss_bbox_0": 0.23741169802297038, "test_loss_bbox_1": 0.20995613056630752, "test_loss_bbox_2": 0.20642417693100037, "test_loss_bbox_3": 0.20599487899972227, "test_loss_bbox_4": 0.20623281157721346, "test_loss_ce": 0.4134112895963291, "test_loss_ce_0": 0.4657548311800241, "test_loss_ce_1": 0.44360019471317813, "test_loss_ce_2": 0.4304847785363944, "test_loss_ce_3": 0.419951019290918, "test_loss_ce_4": 0.41554459101094987, "test_loss_dice": 0.25283237658560087, "test_loss_giou": 0.49053645752870234, "test_loss_giou_0": 0.5637135658972561, "test_loss_giou_1": 0.5016058353951183, "test_loss_giou_2": 0.4925003641139204, "test_loss_giou_3": 0.4909725955690439, "test_loss_giou_4": 0.4915578819501895, "test_loss_mask": 0.013858642118176619, "test_cardinality_error_unscaled": 292.3660143769968, "test_cardinality_error_0_unscaled": 292.4886182108626, "test_cardinality_error_1_unscaled": 292.4015575079872, "test_cardinality_error_2_unscaled": 292.25199680511184, "test_cardinality_error_3_unscaled": 292.2200479233227, "test_cardinality_error_4_unscaled": 292.4087460063898, "test_class_error_unscaled": 7.646785180027873, "test_loss_bbox_unscaled": 0.04112126956732509, "test_loss_bbox_0_unscaled": 0.04748233957007861, "test_loss_bbox_1_unscaled": 0.04199122622037848, "test_loss_bbox_2_unscaled": 0.04128483530526725, "test_loss_bbox_3_unscaled": 0.04119897576661918, "test_loss_bbox_4_unscaled": 0.041246562327344576, "test_loss_ce_unscaled": 0.20670564479816456, "test_loss_ce_0_unscaled": 0.23287741559001204, "test_loss_ce_1_unscaled": 0.22180009735658907, "test_loss_ce_2_unscaled": 0.2152423892681972, "test_loss_ce_3_unscaled": 0.209975509645459, "test_loss_ce_4_unscaled": 0.20777229550547494, "test_loss_dice_unscaled": 0.25283237658560087, "test_loss_giou_unscaled": 0.24526822876435117, "test_loss_giou_0_unscaled": 0.28185678294862804, "test_loss_giou_1_unscaled": 0.25080291769755914, "test_loss_giou_2_unscaled": 0.2462501820569602, "test_loss_giou_3_unscaled": 0.24548629778452194, "test_loss_giou_4_unscaled": 0.24577894097509476, "test_loss_mask_unscaled": 0.013858642118176619, "test_coco_eval_bbox": [0.45512593546714536, 0.6422663032062134, 0.4889197473440692, 0.2761912012158654, 0.4840757528998765, 0.6110268886646982, 0.36088023728300866, 0.5946935492660007, 0.6351308439169487, 0.4207992950786278, 0.6812362540136401, 0.825542163115799], "test_coco_eval_masks": [0.3194456437501151, 0.5631317706069987, 0.31587275778842056, 0.11324826913544735, 0.35612272322085003, 0.5483269857536838, 0.27879341940891555, 0.4325863505095569, 0.45637351471256493, 0.2098521479662539, 0.5069376655555636, 0.6886556512618256], "epoch": 48, "n_parameters": 66735317}
{"train_lr": 2.0000000000001093e-05, "train_class_error": 4.02941129398849, "train_grad_norm": 124.68168637763175, "train_loss": 6.189757897859334, "train_loss_bbox": 0.19048129757807056, "train_loss_bbox_0": 0.23003722182689815, "train_loss_bbox_1": 0.19662321303490773, "train_loss_bbox_2": 0.1918404409791642, "train_loss_bbox_3": 0.19064792894440705, "train_loss_bbox_4": 0.1908294715921498, "train_loss_ce": 0.29818526400364287, "train_loss_ce_0": 0.36412926044642124, "train_loss_ce_1": 0.3347870503857996, "train_loss_ce_2": 0.31737709225602745, "train_loss_ce_3": 0.30401287611735683, "train_loss_ce_4": 0.2982784109042717, "train_loss_dice": 0.2565816051741019, "train_loss_giou": 0.4527871876846191, "train_loss_giou_0": 0.5322250455565499, "train_loss_giou_1": 0.46580625481547805, "train_loss_giou_2": 0.45577522729337416, "train_loss_giou_3": 0.45333870653409236, "train_loss_giou_4": 0.4534012089478023, "train_loss_mask": 0.012613136932718932, "train_cardinality_error_unscaled": 292.8050605302313, "train_cardinality_error_0_unscaled": 293.0019951305289, "train_cardinality_error_1_unscaled": 292.75275598539156, "train_cardinality_error_2_unscaled": 292.55156905180576, "train_cardinality_error_3_unscaled": 292.6458896929528, "train_cardinality_error_4_unscaled": 292.88134045718925, "train_class_error_unscaled": 4.02941129398849, "train_loss_bbox_unscaled": 0.03809625954272362, "train_loss_bbox_0_unscaled": 0.046007444379135946, "train_loss_bbox_1_unscaled": 0.039324642614943076, "train_loss_bbox_2_unscaled": 0.0383680881850495, "train_loss_bbox_3_unscaled": 0.03812958578112144, "train_loss_bbox_4_unscaled": 0.038165894316968665, "train_loss_ce_unscaled": 0.14909263200182143, "train_loss_ce_0_unscaled": 0.18206463022321062, "train_loss_ce_1_unscaled": 0.1673935251928998, "train_loss_ce_2_unscaled": 0.15868854612801372, "train_loss_ce_3_unscaled": 0.15200643805867842, "train_loss_ce_4_unscaled": 0.14913920545213585, "train_loss_dice_unscaled": 0.2565816051741019, "train_loss_giou_unscaled": 0.22639359384230956, "train_loss_giou_0_unscaled": 0.26611252277827496, "train_loss_giou_1_unscaled": 0.23290312740773902, "train_loss_giou_2_unscaled": 0.22788761364668708, "train_loss_giou_3_unscaled": 0.22666935326704618, "train_loss_giou_4_unscaled": 0.22670060447390114, "train_loss_mask_unscaled": 0.012613136932718932, "test_class_error": 7.8809089386425075, "test_loss": 7.142236379007943, "test_loss_bbox": 0.205159965581216, "test_loss_bbox_0": 0.2368439544504062, "test_loss_bbox_1": 0.20923421170098333, "test_loss_bbox_2": 0.20576244104689304, "test_loss_bbox_3": 0.20649757571875477, "test_loss_bbox_4": 0.20668002974967986, "test_loss_ce": 0.41377576428670854, "test_loss_ce_0": 0.46399314001726266, "test_loss_ce_1": 0.4419803681274572, "test_loss_ce_2": 0.43032772339190156, "test_loss_ce_3": 0.41790884704635545, "test_loss_ce_4": 0.4136308234530135, "test_loss_dice": 0.25182978408976486, "test_loss_giou": 0.4890749463067649, "test_loss_giou_0": 0.562973971850575, "test_loss_giou_1": 0.5013323447193963, "test_loss_giou_2": 0.4911233350491752, "test_loss_giou_3": 0.4896612028344371, "test_loss_giou_4": 0.4903419765230185, "test_loss_mask": 0.014103949290161696, "test_cardinality_error_unscaled": 292.2969249201278, "test_cardinality_error_0_unscaled": 292.4656549520767, "test_cardinality_error_1_unscaled": 292.28194888178916, "test_cardinality_error_2_unscaled": 292.0812699680511, "test_cardinality_error_3_unscaled": 292.0748801916933, "test_cardinality_error_4_unscaled": 292.35463258785944, "test_class_error_unscaled": 7.8809089386425075, "test_loss_bbox_unscaled": 0.041031993211458284, "test_loss_bbox_0_unscaled": 0.04736879078177408, "test_loss_bbox_1_unscaled": 0.04184684235328874, "test_loss_bbox_2_unscaled": 0.04115248821413936, "test_loss_bbox_3_unscaled": 0.04129951506162794, "test_loss_bbox_4_unscaled": 0.04133600592851258, "test_loss_ce_unscaled": 0.20688788214335427, "test_loss_ce_0_unscaled": 0.23199657000863133, "test_loss_ce_1_unscaled": 0.2209901840637286, "test_loss_ce_2_unscaled": 0.21516386169595078, "test_loss_ce_3_unscaled": 0.20895442352317772, "test_loss_ce_4_unscaled": 0.20681541172650675, "test_loss_dice_unscaled": 0.25182978408976486, "test_loss_giou_unscaled": 0.24453747315338245, "test_loss_giou_0_unscaled": 0.2814869859252875, "test_loss_giou_1_unscaled": 0.2506661723596981, "test_loss_giou_2_unscaled": 0.2455616675245876, "test_loss_giou_3_unscaled": 0.24483060141721855, "test_loss_giou_4_unscaled": 0.24517098826150924, "test_loss_mask_unscaled": 0.014103949290161696, "test_coco_eval_bbox": [0.45637349878389116, 0.6463777888233542, 0.491067423515302, 0.2724982504002777, 0.48839864917502057, 0.6147405826869178, 0.3592593080087416, 0.5925707939310025, 0.632781704376931, 0.41320771600469824, 0.6796767748859023, 0.8250767829724563], "test_coco_eval_masks": [0.322426706204511, 0.5662381116886378, 0.32131723078786484, 0.11591039709180491, 0.3571425126551219, 0.5523885928789488, 0.2792845360515763, 0.43279262276441144, 0.4567066823955386, 0.20689484872907118, 0.5091780985802303, 0.6906028359919881], "epoch": 49, "n_parameters": 66735317}