update documentation

LXiu-yu · Apr 30, 2022 · 5a008ee · 5a008ee
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diff --git a/docs/BACKBONES.md b/docs/BACKBONES.md
@@ -5,6 +5,7 @@ Backbone | Variants | ImageNet-1k Top-1 Acc (%) | Params (M) | GFLOPs | Weights
 MicroNet | M1\|M2\|M3 | 51.4`\|`59.4`\|`62.5 | 1`\|`2`\|`3 | 7M`\|`14M`\|`23M | [download][micronetw]
 MobileNetV2 | 1.0 | 71.9 | 3 | 300M | [download][mobilenetv2w]
 MobileNetV3 | S\|L | 67.7`\|`74.0 | 3`\|`5 | 56M`\|`219M | [S][mobilenetv3s]\|[L][mobilenetv3l]
+DDRNet | 23slim | 73.7 | 5 | 860M | [download][ddrnet23slim]
 ||
 ResNet | 18\|50\|101 | 71.5`\|`80.4`\|`81.5 | 12`\|`26`\|`45 | 2`\|`4`\|`8 | [download][resnetw]
 ResNetD | 18\|50\|101 | - | 12`\|`25`\|`44 | 2`\|`4`\|`8 | [download][resnetdw]
@@ -14,8 +15,8 @@ ResT | S\|B\|L | 79.6`\|`81.6`\|`83.6 | 14`\|`30`\|`52 | 2`\|`4`\|`8 | [download
 PoolFormer | S24\|S36\|M36 | 80.3`\|`81.4`\|`82.1 | 21`\|`31`\|`56 | 4`\|`5`\|`9 | [download][poolformerw]
 ConvNeXt | T\|S\|B | 82.1`\|`83.1`\|`83.8 | 28`\|`50`\|`89 | 5`\|`9`\|`15 | [download][convnextw]
 UniFormer | S\|B | 82.9`\|`83.8 | 22`\|`50 | 4`\|`8 | [download][uniformerw]
-
-> Notes: Download backbones' weights for [HarDNet-70][hardnetw] and [DDRNet-23slim][ddrnetw].
+VAN | S\|B\|L | 81.1`\|`82.8`\|`83.9 | 14`\|`27`\|`45 | 3`\|`5`\|`9 | -
+DaViT | T\|S\|B | 82.8`\|`84.2`\|`84.6 | 28`\|`50`\|`88 | 5`\|`9`\|`16 | -
 
 
 [micronetw]: https://drive.google.com/drive/folders/1j4JSTcAh94U2k-7jCl_3nwbNi0eduM2P?usp=sharing
@@ -27,8 +28,7 @@ UniFormer | S\|B | 82.9`\|`83.8 | 22`\|`50 | 4`\|`8 | [download][uniformerw]
 [mitw]: https://drive.google.com/drive/folders/1b7bwrInTW4VLEm27YawHOAMSMikga2Ia
 [pvtv2w]: https://drive.google.com/drive/folders/10Dd9BEe4wv71dC5BXhsL_C6KeI_Rcxm3?usp=sharing
 [restw]: https://drive.google.com/drive/folders/1R2cewgHo6sYcQnRGBBIndjNomumBwekr?usp=sharing
-[hardnetw]: https://drive.google.com/file/d/1HAFHvtodAPL_eb4LX_rb0FJZyKTOo4mK/view?usp=sharing
-[ddrnetw]: https://drive.google.com/file/d/1TaDJ3yG8ojjcsbQZwkn5LlFMNEcr8vu2/view?usp=sharing
+[ddrnet23slim]: https://drive.google.com/file/d/1tUcUCCsEZ7qKaF_bHHHECTonp4vbh-a9/view?usp=sharing
 [poolformerw]: https://drive.google.com/drive/folders/18OyxHHpVq-9pMMG2eu1jot7n-po4dUpD?usp=sharing
 [convnextw]: https://drive.google.com/drive/folders/1Oe50_zY4QKFZ0_22mSHKuNav0GiRcgWA?usp=sharing
 [uniformerw]: https://drive.google.com/drive/folders/175C4Je4kZoBb5x8HkwH4-VhtG_a5zQnX?usp=sharing
diff --git a/docs/MODELS.md b/docs/MODELS.md
@@ -8,9 +8,17 @@ SegFormer | MiT-B1 | 42.2 | 78.5 | 40.2 | 14 | 16 | 244 | [ade][segformerb1]
 || MiT-B2 | 46.5 | 81.0 | 44.6 | 28 | 62 | 717 | [ade][segformerb2] 
 || MiT-B3 | 49.4 | 81.7 | 45.5 | 47 | 79 | 963 | [ade][segformerb3]
 ||
+Light-Ham | VAN-S | 45.7 | - | - | 15 | 21 | - | -
+|| VAN-B | 49.6 | - | - | 27 | 34 | - | -
+|| VAN-L | 51.0 | - | - | 46 | 55 | - | -
+||
 Lawin | MiT-B1 | 42.1 | 79.0 | 40.5 | 14 | 13 | 218 | -
 || MiT-B2 | 47.8 | 81.7 | 45.2 | 30 | 45 | 563 | -
 || MiT-B3 | 50.3 | 82.5 | 46.6 | 50 | 62 | 809 | -
+||
+TopFormer | TopFormer-T | 34.6 | - | - | 1.4 | 0.6 | - | -
+|| TopFormer-S | 37.0 | - | - | 3.1 | 1.2 | - | -
+|| TopFormer-B | 39.2 | - | - | 5.1 | 1.8 | - | -
 
 * mIoU results are with a single scale from official papers.
 * ADE20K image size = 512x512
@@ -24,8 +32,7 @@ Method | Backbone | CityScapes-val <br><sup>(mIoU) | CamVid <br><sup>(mIoU) | Pa
 BiSeNetv1 | ResNet-18 | 74.8 | 68.7 | 14 | 49 | -
 BiSeNetv2 | - | 73.4 | 72.4 | 18 | 21 | -
 SFNet | ResNetD-18 | 79.0 | - | 13 | - | -
-FCHarDNet | HarDNet-70 | 77.7 | - | 4 | 35 | -
-DDRNet | DDRNet-23slim | 77.8 | 74.7 | 6 | 36 | [cityscapes][ddrnet]
+DDRNet | DDRNet-23slim | 77.8 | 74.7 | 6 | 36 | [city][ddrnet]
 
 * mIoU results are with a single scale from official papers.
 * Cityscapes image size = 1024x2048 (except BiSeNetv1 & 2 which uses 512x1024)
@@ -36,16 +43,16 @@ DDRNet | DDRNet-23slim | 77.8 | 74.7 | 6 | 36 | [cityscapes][ddrnet]
 
 Method | Backbone | HELEN-val <br><sup>(mIoU) | Params <br><sup>(M) | GFLOPs <br><sup>(512x512) | FPS <br><sup>(GTX1660ti) | Weights
 --- | --- | --- | --- | --- | --- | --- 
-BiSeNetv1 | MobileNetV2-1.0 | 58.22 | 5 | 5 | 160 | [pt](https://drive.google.com/file/d/1gE1Ot0O0nzXNABYdTuThRi-BU3_VHuMy/view?usp=sharing)
-BiSeNetv1 | ResNet-18 | 58.50 | 14 | 13 | 263 | [pt](https://drive.google.com/file/d/1HMC6OiFPc-aYwhlHlPYoXa-VCR3r2WPQ/view?usp=sharing)
-BiSeNetv2 | - | 58.58 | 18 | 15 | 195 | [pt](https://drive.google.com/file/d/1cf-W_2m-vfxMRZ0mFQjEwhOglURpH7m6/view?usp=sharing)
-FCHarDNet | HarDNet-70 | 59.38 | 4 | 4 | 130 | [pt](https://drive.google.com/file/d/1XTzpXairzUlQd3i91jOVmSDLs8Zd33jT/view?usp=sharing)
-DDRNet | DDRNet-23slim | 61.11 | 6 | 5 | 180 | [pt](https://drive.google.com/file/d/1SdOgVvgYrp8UFztHWN6dHH0MhP8zqnyh/view?usp=sharing)\|[tflite(fp32)](https://drive.google.com/file/d/13yEnXjuv3hKY1cv1ycrjPUFNVyiJM89T/view?usp=sharing)\|[tflite(fp16)](https://drive.google.com/file/d/1IHdjt9wegKiDFvq9l1wglywvM8U0CFdo/view?usp=sharing)\|[tflite(int8)](https://drive.google.com/file/d/1NwPPzz_65YPcSfCfyXx7DiYeCMJMWKeH/view?usp=sharing)
-SegFormer | MiT-B0 | 59.31 | 4 | 8 | 75 | [pt](https://drive.google.com/file/d/1uGRjPgX8wcHJlPalFntZOjG0Toxj0msO/view?usp=sharing)
-SFNet | ResNetD-18 | 61.00 | 14 | 31 | 56 | [pt](https://drive.google.com/file/d/13w42DgI4PJ05bkWY9XCK_skSGMsmXroj/view?usp=sharing)
+BiSeNetv1 | ResNet-18 | 58.50 | 14 | 13 | 263 | [HELEN](https://drive.google.com/file/d/1HMC6OiFPc-aYwhlHlPYoXa-VCR3r2WPQ/view?usp=sharing)
+BiSeNetv2 | - | 58.58 | 18 | 15 | 195 | [HELEN](https://drive.google.com/file/d/1cf-W_2m-vfxMRZ0mFQjEwhOglURpH7m6/view?usp=sharing)
+DDRNet | DDRNet-23slim | 61.11 | 6 | 5 | 180 | [HELEN](https://drive.google.com/file/d/1SdOgVvgYrp8UFztHWN6dHH0MhP8zqnyh/view?usp=sharing)
+SFNet | ResNetD-18 | 61.00 | 14 | 31 | 56 | [HELEN](https://drive.google.com/file/d/13w42DgI4PJ05bkWY9XCK_skSGMsmXroj/view?usp=sharing)
 
 
-[ddrnet]: https://drive.google.com/file/d/17IMQS23StRcIvMXmjNwEcU9uGXuviGY-/view?usp=sharing
+[ddrnet]: https://drive.google.com/file/d/1VdE3OkrIlIzLRPuT-2So-Xq_5gPaxm0t/view?usp=sharing
 [segformerb3]: https://drive.google.com/file/d/1-OmW3xRD3WAbJTzktPC-VMOF5WMsN8XT/view?usp=sharing
 [segformerb2]: https://drive.google.com/file/d/1AcgEK5aWMJzpe8tsfauqhragR0nBHyPh/view?usp=sharing
-[segformerb1]: https://drive.google.com/file/d/18PN_P3ajcJi_5Q2v8b4BP9O4VdNCpt6m/view?usp=sharing
+[segformerb1]: https://drive.google.com/file/d/18PN_P3ajcJi_5Q2v8b4BP9O4VdNCpt6m/view?usp=sharing
+[topformert]: https://drive.google.com/file/d/1OnS3_PwjJuNMWCKisreNxw_Lma8uR8bV/view?usp=sharing
+[topformers]: https://drive.google.com/file/d/19041fMb4HuDyNhIYdW1r5612FyzpexP0/view?usp=sharing
+[topformerb]: https://drive.google.com/file/d/1m7CxYKWAyJzl5W3cj1vwsW4DfqAb_rqz/view?usp=sharing