Instance-level Anomaly Detection on VisA
40.54Average mAPYOLOv5
Evaluation results
| Method | Links | |
|---|---|---|
| YOLOv5Synthesis Method=GroundingAnomaly2026.04 | 40.54 | |
| DETRSynthesis Method=GroundingAnomaly2026.04 | 38.77 | |
| Faster R-CNNSynthesis Method=DualAnoDiff2026.04 | 37.73 | |
| Faster R-CNNSynthesis Method=GroundingAnomaly2026.04 | 37.41 | |
| YOLOv5Synthesis Method=SeaS2026.04 | 37.11 | |
| YOLOv5Synthesis Method=DualAnoDiff2026.04 | 36.83 | |
| Faster R-CNNSynthesis Method=SeaS2026.04 | 36.77 | |
| DETRSynthesis Method=DualAnoDiff2026.04 | 35.16 | |
| Faster R-CNNSynthesis Method=AnoDiff2026.04 | 34.19 | |
| DETRSynthesis Method=SeaS2026.04 | 33.95 | |
| YOLOv5Synthesis Method=AnoDiff2026.04 | 33.05 | |
| DETRSynthesis Method=AnoDiff2026.04 | 32.07 | |
| DETRSynthesis Method=DFMGAN2026.04 | 30.17 | |
| YOLOv5Synthesis Method=DFMGAN2026.04 | 29.88 | |
| Faster R-CNNSynthesis Method=DFMGAN2026.04 | 28.76 |