Perturbation Detection for Object Detection on PASCAL VOC (val)
93.9Global AuROC (Untar)Reg. (18)
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| Reg. (18)Detector architecture type=Single-pass detector, FLOPs (G)=215, Base model=Faster R-CNN2026.06 | 93.9 | 94.7 | 70.6 | 93.8 | 50.2 | 51.2 | 74.4 | |
| Error (17)Detector architecture type=Single-pass detector, FLOPs (G)=215, Base model=Faster R-CNN2026.06 | 92.3 | 93.5 | 9.7 | 92.4 | 49.7 | 47 | 63.3 | |
| Max posteriorDetector architecture type=Single-pass detector, FLOPs (G)=215, Base model=Faster R-CNN2026.06 | 92.1 | 94 | 5.4 | 92.2 | 48.4 | 40.8 | 61.2 | |
| EntropyDetector architecture type=Single-pass detector, FLOPs (G)=215, Base model=Faster R-CNN2026.06 | 84.8 | 87.5 | 8.2 | 84.8 | 49.8 | 46.1 | 59.6 | |
| Xu et al.Detector architecture type=Multi-pass detector, FLOPs (G)=645, Base model=Faster R-CNN2026.06 | 81 | 82.1 | 83.5 | 80.9 | 34.6 | 63.4 | 69.8 | |
| Quantile (19)Detector architecture type=Single-pass detector, FLOPs (G)=215, Base model=Faster R-CNN2026.06 | 64.1 | 64.3 | 38.5 | 64.5 | 47.5 | 49.1 | 54.3 |