- all modules, Scene A-C
backbone | Car AP (threshold=0.5\0.7) 2D/3D | FPS |
---|---|---|
ResNet-50 | val: 94.76% / 88.10% \ 94.28% / 69.48% test: 81.36% / 70.02% \ 80.09% / 38.67% |
23.4 21.8 |
- all modules, Scene A-E
backbone | Car AP (threshold=0.5\0.7) 2D/3D | FPS |
---|---|---|
ResNet-50 | val: 95.77% / 91.34% \ 95.52% / 79.36% test: 78.82% / 68.19% \ 77.44% / 51.30% |
41.0860 41.1783 |
- iou module(×), Scene A-E
backbone | Car AP (threshold=0.5\0.7) 2D/3D | FPS |
---|---|---|
ResNet-50 | val: 96.00% / 90.92% \ 95.69% / 67.89% test: 79.18% / 68.38% \ 77.97% / 45.32% |
42.1808 41.3121 |
- iou, proj module(×), Scene A-E
backbone | Car AP (threshold=0.5\0.7) 2D/3D | FPS |
---|---|---|
ResNet-50 | val: 96.90% / 90.54% \ 96.79% / 57.07% test: 85.45% / 70.22% \ 81.58% / 42.84% |
43.0502 43.2298 |
- iou, proj, weighted-fusion module(×), Scene A-E
backbone | Car AP (threshold=0.5\0.7) 2D/3D | FPS |
---|---|---|
ResNet-50 | val: 95.13% / 83.46% \ 94.85% / 52.52% test: 68.76% / 58.83% \ 65.52% / 36.20% |
48.8892 46.7315 |
- noaug, Scene A-E
backbone | Car AP (threshold=0.5\0.7) 2D/3D | FPS |
---|---|---|
ResNet-50 | val: 96.26% / 91.10% \ 95.85% / 71.95% test: 80.71% / 70.04% \ 78.73% / 46.26% |
40.2505 41.149 |