OOD Detection on Kvasir v2
94.55AUROCDBMF
Evaluation results
| Method | Links | ||
|---|---|---|---|
| DBMFBackbone=DeiT2026.04 | 94.55 | 18.4 | |
| MahalanobisBackbone=DeiT2026.04 | 94.5 | 21.86 | |
| ViMBackbone=DeiT2026.04 | 93.88 | 24.38 | |
| NEROBackbone=DeiT2026.04 | 92.73 | 18.96 | |
| DBMFBackbone=ResNet182026.04 | 92.11 | 25.7 | |
| ODINBackbone=ResNet182026.04 | 91.77 | 35.44 | |
| NEROBackbone=ResNet182026.04 | 90.76 | 28.84 | |
| ViMBackbone=ResNet182026.04 | 90.62 | 41.1 | |
| EntropyBackbone=ResNet182026.04 | 90.38 | 41.86 | |
| MSPBackbone=ResNet182026.04 | 90.3 | 41.72 | |
| NECOBackbone=ResNet182026.04 | 89.64 | 47.9 | |
| MaxLogitBackbone=ResNet182026.04 | 88.9 | 52.38 | |
| EnergyBackbone=ResNet182026.04 | 88.85 | 52.36 | |
| ODINBackbone=DeiT2026.04 | 88.41 | 36.4 | |
| NECOBackbone=DeiT2026.04 | 88.31 | 37.6 | |
| EntropyBackbone=DeiT2026.04 | 87.2 | 39.94 | |
| MSPBackbone=DeiT2026.04 | 87.05 | 40.18 | |
| Energy+ReActBackbone=ResNet182026.04 | 86.57 | 53.78 | |
| EnergyBackbone=DeiT2026.04 | 85.77 | 44.02 | |
| MaxLogitBackbone=DeiT2026.04 | 85.77 | 44.02 | |
| GradNormBackbone=ResNet182026.04 | 85.33 | 54.68 | |
| MahalanobisVenue=NeurIPS’182026.06 | 84.1 | 40.68 | |
| MahalanobisBackbone=ResNet182026.04 | 84.05 | 54.06 | |
| Energy+ReActBackbone=DeiT2026.04 | 83.49 | 46.84 | |
| VimVenue=CVPR’222026.06 | 82.64 | 40.74 | |
| CAPS2026.06 | 79.58 | 55.38 | |
| NEROVenue=MICCAI’252026.06 | 76.58 | 55.32 | |
| GradNormBackbone=DeiT2026.04 | 71.33 | 57.8 | |
| EnergyVenue=NeurIPS’202026.06 | 63.64 | 67.9 | |
| MaxLogitVenue=ICML’222026.06 | 63.64 | 67.9 | |
| Energy+ReactVenue=NeurIPS’212026.06 | 63.62 | 67.64 | |
| I-ODINVenue=CVPR’262026.06 | 63.39 | 76.68 | |
| ODINVenue=ICLR’182026.06 | 63.13 | 75.18 | |
| NECOVenue=ICLR’242026.06 | 59.96 | 71.86 | |
| GradNormVenue=NeurIPS’212026.06 | 54.47 | 78.62 | |
| EntropyVenue=IJCNN’212026.06 | 50.99 | 97.2 | |
| MSPVenue=ICLR’172026.06 | 50.99 | 97.2 |