Object Detection on ACDC
68.6mAP50 (Fog)DT-G
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| DT-Glabels=ViT-G2025.03 | 68.6 | 36.4 | 39 | 56.8 | |
| ATreimplemented=true2025.03 | 62.2 | 29.5 | 37.7 | 55.2 | |
| HisTPTModel scale=Large2024.10 | 56.9 | 33.1 | 36.4 | 45.2 | |
| DiffTPTModel scale=Large2024.10 | 56.1 | 32.3 | 35.4 | 44.8 | |
| TPTModel scale=Large2024.10 | 55.6 | 31.9 | 35.1 | 44.2 | |
| SEEM-LargeModel scale=Large2024.10 | 55.2 | 31.4 | 34.8 | 43.7 | |
| HisTPTModel scale=Tiny2024.10 | 46.2 | 24.7 | 27.2 | 35.6 | |
| DiffTPTModel scale=Tiny2024.10 | 45.1 | 23.3 | 26.7 | 34.6 | |
| TPTModel scale=Tiny2024.10 | 44.8 | 23.1 | 26.3 | 34.4 | |
| SEEM-TinyModel scale=Tiny2024.10 | 44.2 | 22.3 | 25.9 | 33.9 | |
| CD-BufferSource Domain=Cityscapes2026.03 | 24.45 | 8.92 | 13.71 | 15.41 | |
| Buffer TTASource Domain=Cityscapes2026.03 | 24.16 | 6.98 | 11.7 | 17.18 | |
| WHWSource Domain=Cityscapes2026.03 | 23.41 | 6.73 | 12.52 | 16.99 | |
| Pruning TTASource Domain=Cityscapes2026.03 | 19.76 | 6.39 | 11.59 | 14.93 | |
| ActMADSource Domain=Cityscapes2026.03 | 18.39 | 5.56 | 9.78 | 10.56 | |
| Direct TestSource Domain=Cityscapes2026.03 | 16.5 | 4.83 | 7.82 | 11.04 |