Full-spectrum Out-of-Distribution Detection on SSB Hard (test)
80.5FPR@95OODD
Evaluation results
| Method | Links | ||
|---|---|---|---|
| OODDBackbone=DINOv2, Training Dataset=ImageNet-1k2026.05 | 80.5 | 54.88 | |
| OODDBackbone=ViT, Training Dataset=ImageNet-1k2026.05 | 84.56 | 73.02 | |
| OCOBackbone=ViT, Training Dataset=ImageNet-1k2026.05 | 84.93 | 57.97 | |
| OCOBackbone=DINOv2, Training Dataset=ImageNet-1k2026.05 | 85.07 | 58.25 | |
| MaxLogitBackbone=DINOv2, Training Dataset=ImageNet-1k2026.05 | 89.35 | 49.05 | |
| EnergyBackbone=DINOv2, Training Dataset=ImageNet-1k2026.05 | 89.6 | 48.04 | |
| SCALEBackbone=DINOv2, Training Dataset=ImageNet-1k2026.05 | 89.7 | 47.54 | |
| NECOBackbone=DINOv2, Training Dataset=ImageNet-1k2026.05 | 89.74 | 48.54 | |
| MaxLogitBackbone=ViT, Training Dataset=ImageNet-1k2026.05 | 90.03 | 52.3 | |
| EnergyBackbone=ViT, Training Dataset=ImageNet-1k2026.05 | 90.28 | 51.83 | |
| SCALEBackbone=ViT, Training Dataset=ImageNet-1k2026.05 | 90.28 | 51.94 | |
| FDBDBackbone=DINOv2, Training Dataset=ImageNet-1k2026.05 | 90.34 | 49.46 | |
| NNguideBackbone=ViT, Training Dataset=ImageNet-1k2026.05 | 90.93 | 49.57 | |
| NECOBackbone=ViT, Training Dataset=ImageNet-1k2026.05 | 90.95 | 51.41 | |
| CoRPBackbone=DINOv2, Training Dataset=ImageNet-1k2026.05 | 91.05 | 46.22 | |
| NNguideBackbone=DINOv2, Training Dataset=ImageNet-1k2026.05 | 92.18 | 43.33 | |
| FDBDBackbone=ViT, Training Dataset=ImageNet-1k2026.05 | 92.73 | 49.8 | |
| CoRPBackbone=ViT, Training Dataset=ImageNet-1k2026.05 | 92.73 | 48.71 | |
| SHEBackbone=ViT, Training Dataset=ImageNet-1k2026.05 | 93.57 | 47.63 | |
| SHEBackbone=DINOv2, Training Dataset=ImageNet-1k2026.05 | 94.98 | 40.65 |