Object Detection on COCO (mAP, ASR@50)
44.43mAPBadDet+
Evaluation results
| Method | Links | ||
|---|---|---|---|
| BadDet+Model Architecture=DINO2026.01 | 44.43 | 97.6 | |
| AlignModel Architecture=DINO2026.01 | 44.09 | 32.16 | |
| UBAModel Architecture=DINO2026.01 | 41.58 | 97.89 | |
| Align RndModel Architecture=DINO2026.01 | 38.49 | 79.92 | |
| UBA BoxModel Architecture=DINO2026.01 | 38.01 | 97.43 | |
| BadDet+Model Architecture=FCOS2026.01 | 37.99 | 96.95 | |
| UBAModel Architecture=FCOS2026.01 | 37.59 | 28.65 | |
| UBA BoxModel Architecture=FCOS2026.01 | 37.34 | 35.13 | |
| UBA BoxModel Architecture=Faster RCNN2026.01 | 36.55 | 39.65 | |
| BadDet+Model Architecture=Faster RCNN2026.01 | 36.07 | 98.46 | |
| AlignModel Architecture=Faster RCNN2026.01 | 35.69 | 38.23 | |
| Align RndModel Architecture=FCOS2026.01 | 35.52 | 55.24 | |
| AlignModel Architecture=FCOS2026.01 | 35.27 | 33.36 | |
| Align RndModel Architecture=Faster RCNN2026.01 | 35.06 | 61.94 | |
| UBAModel Architecture=Faster RCNN2026.01 | 20.41 | 44.36 |