Full-spectrum Out-of-Distribution Detection on Texture (test)
43.83FPR@95CoRP
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| CoRPBackbone=DINOv2, Training Dataset=ImageNet-1k2026.05 | 43.83 | 85.45 | |
| OODDBackbone=DINOv2, Training Dataset=ImageNet-1k2026.05 | 44.1 | 88.32 | |
| CoRPBackbone=ViT, Training Dataset=ImageNet-1k2026.05 | 46.28 | 84.64 | |
| OCOBackbone=DINOv2, Training Dataset=ImageNet-1k2026.05 | 47.44 | 86.58 | |
| OCOBackbone=ViT, Training Dataset=ImageNet-1k2026.05 | 54.82 | 80.67 | |
| FDBDBackbone=ViT, Training Dataset=ImageNet-1k2026.05 | 55.53 | 77.1 | |
| FDBDBackbone=DINOv2, Training Dataset=ImageNet-1k2026.05 | 57.11 | 79 | |
| OODDBackbone=ViT, Training Dataset=ImageNet-1k2026.05 | 58.21 | 69.15 | |
| NECOBackbone=ViT, Training Dataset=ImageNet-1k2026.05 | 69.57 | 72.08 | |
| SCALEBackbone=ViT, Training Dataset=ImageNet-1k2026.05 | 70.88 | 69.45 | |
| MaxLogitBackbone=ViT, Training Dataset=ImageNet-1k2026.05 | 74.07 | 69.63 | |
| EnergyBackbone=ViT, Training Dataset=ImageNet-1k2026.05 | 74.23 | 69.31 | |
| NNguideBackbone=DINOv2, Training Dataset=ImageNet-1k2026.05 | 78.6 | 64.79 | |
| NECOBackbone=DINOv2, Training Dataset=ImageNet-1k2026.05 | 79.05 | 67.41 | |
| NNguideBackbone=ViT, Training Dataset=ImageNet-1k2026.05 | 79.89 | 68.92 | |
| SCALEBackbone=DINOv2, Training Dataset=ImageNet-1k2026.05 | 80.32 | 64.76 | |
| EnergyBackbone=DINOv2, Training Dataset=ImageNet-1k2026.05 | 81.83 | 65.03 | |
| MaxLogitBackbone=DINOv2, Training Dataset=ImageNet-1k2026.05 | 82.01 | 65.91 | |
| SHEBackbone=ViT, Training Dataset=ImageNet-1k2026.05 | 90.14 | 62.96 | |
| SHEBackbone=DINOv2, Training Dataset=ImageNet-1k2026.05 | 91.1 | 56.71 |