Object Detection on BDD100k daytime (val)
69.5Personoracle(src+tgt)
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| oracle(src+tgt)Arch=ResNet-502022.05 | 69.5 | 54.1 | 84.4 | 61.1 | 61.5 | 43.8 | 53.2 | 61.1 | |
| oracle(tgt)Arch=ResNet-502022.05 | 68 | 52 | 83.7 | 61.2 | 61.6 | 44.9 | 49.9 | 60.2 | |
| TDDArch=ResNet-502022.05 | 57.9 | 47.4 | 74.5 | 31.5 | 27.5 | 32 | 36.5 | 43.9 | |
| source onlyArch=ResNet-502022.05 | 50.4 | 33.3 | 67.4 | 18.1 | 20.8 | 19.6 | 28.9 | 34.1 | |
| oracle(tgt)Arch=VGG-162022.05 | 39.7 | 35.9 | 57.9 | 47.1 | 48 | 32.3 | 33 | 42 | |
| TDDArch=VGG-162022.05 | 39.6 | 38.9 | 53.9 | 24.1 | 25.5 | 24.5 | 28.8 | 33.6 | |
| oracle(src+tgt)Arch=VGG-162022.05 | 39.6 | 39.2 | 59.4 | 45.6 | 48 | 31 | 33.8 | 42.4 | |
| ICR-CCRArch=VGG-162022.05 | 31.4 | 31.3 | 46.3 | 19.5 | 18.9 | 17.3 | 23.8 | 26.9 | |
| SWDAArch=VGG-162022.05 | 30.2 | 29.5 | 45.7 | 15.2 | 18.4 | 17.1 | 21.2 | 25.3 | |
| source onlyArch=VGG-162022.05 | 29.3 | 28.2 | 45.7 | 15.5 | 16.6 | 16 | 22.1 | 24.8 | |
| DA-FasterArch=VGG-162022.05 | 26.9 | 22.1 | 44.7 | 17.4 | 16.7 | 17.1 | 18.8 | 23.4 |