Deformable DTER for windows and includes a reasoning implementation of Deformable DTER
When I tried to test Deformable DETR on windows, I found that I could not import MultiScaleDeformableAttention.
So I followed the instructions to execute make.sh, but it did not work.
After checking the source code I found that the underlying MultiScaleDeformableAttention is written in c++.
So I configured the clang environment to compile the c++ files in the project and it finally worked.
The process was unquestionably a headache, so for your convenience I've brought the compiled project here and created a notebook for you to use for Deformable DETR reasoning.
Here it is deformable_detr
Download the Deformable DETR weights ,and put it in the root content
And if you want to try other weights ,here it is
| Method | Epochs | AP | APS | APM | APL | params (M) |
FLOPs (G) |
Total Train Time (GPU hours) |
Train Speed (GPU hours /epoch) |
Infer Speed (FPS) |
Batch Infer Speed (FPS) |
URL |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Deformable DETR (single scale) |
50 | 39.4 | 20.6 | 43.0 | 55.5 | 34 | 78 | 160 | 3.2 | 27.0 | 42.4 | config log model |
| Deformable DETR (single scale, DC5) |
50 | 41.5 | 24.1 | 45.3 | 56.0 | 34 | 128 | 215 | 4.3 | 22.1 | 29.4 | config log model |
| Deformable DETR | 50 | 44.5 | 27.1 | 47.6 | 59.6 | 40 | 173 | 325 | 6.5 | 15.0 | 19.4 | config log model |
| + iterative bounding box refinement | 50 | 46.2 | 28.3 | 49.2 | 61.5 | 41 | 173 | 325 | 6.5 | 15.0 | 19.4 | config log model |
| ++ two-stage Deformable DETR | 50 | 46.9 | 29.6 | 50.1 | 61.6 | 41 | 173 | 340 | 6.8 | 14.5 | 18.8 | config log model |