OOD Detection on GastroVision
85.84AUROCDBMF
Evaluation results
| Method | Links | ||
|---|---|---|---|
| DBMFBackbone=DeiT2026.04 | 85.84 | 51.9 | |
| NEROBackbone=DeiT2026.04 | 82.03 | 76.74 | |
| DBMFBackbone=ResNet182026.04 | 81.51 | 67.6 | |
| NECOBackbone=ResNet182026.04 | 79.81 | 71.61 | |
| NECOBackbone=DeiT2026.04 | 76.95 | 81.92 | |
| ViMBackbone=DeiT2026.04 | 76.69 | 78.37 | |
| NEROBackbone=ResNet182026.04 | 75.95 | 74.33 | |
| MahalanobisBackbone=DeiT2026.04 | 75.68 | 81.43 | |
| EnergyBackbone=DeiT2026.04 | 75.35 | 83.68 | |
| MaxLogitBackbone=DeiT2026.04 | 75.11 | 84.2 | |
| Energy+ReActBackbone=DeiT2026.04 | 73.42 | 83.22 | |
| ODINBackbone=DeiT2026.04 | 73.37 | 83.68 | |
| ViMBackbone=ResNet182026.04 | 72.7 | 76.98 | |
| EntropyBackbone=DeiT2026.04 | 70.34 | 90.19 | |
| EnergyBackbone=ResNet182026.04 | 70.31 | 79.79 | |
| MaxLogitBackbone=ResNet182026.04 | 70.08 | 80.44 | |
| MSPBackbone=DeiT2026.04 | 70 | 90.74 | |
| ODINBackbone=ResNet182026.04 | 69.79 | 79.27 | |
| EntropyBackbone=ResNet182026.04 | 67.37 | 87.32 | |
| MSPBackbone=ResNet182026.04 | 66.93 | 90.56 | |
| MahalanobisBackbone=ResNet182026.04 | 65.93 | 89.69 | |
| GradNormBackbone=ResNet182026.04 | 62.55 | 90.5 | |
| Energy+ReActBackbone=ResNet182026.04 | 61.93 | 83.86 | |
| GradNormBackbone=DeiT2026.04 | 54.85 | 88.68 |