Out-of-Distribution Detection on ImageNet-100
10.5Average FPR95Woods
Evaluation results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| WoodsBackbone=ResNet-342024.09 | 10.5 | — | — | — | — | — | — | — | — | 98.22 | 44.46 | 86.49 | |
| Graph-Spectral OODBackbone=ResNet-342024.09 | 21 | — | — | — | — | — | — | — | — | 96.52 | 72.58 | 86.68 | |
| Caption-level Textual Outliersoutlier_source=Textual OE2023.10 | 25.76 | — | — | — | — | — | — | — | — | 95.05 | — | — | |
| Word-level Textual Outliersoutlier_source=Textual OE2023.10 | 25.8 | — | — | — | — | — | — | — | — | 95.45 | — | — | |
| Description-level Textual Outliersoutlier_source=Textual OE2023.10 | 26.75 | — | — | — | — | — | — | — | — | 94.94 | — | — | |
| SconeBackbone=ResNet-342024.09 | 27.13 | — | — | — | — | — | — | — | — | 95.66 | 65.34 | 87.64 | |
| DREAM-OODBackbone=ResNet-342023.09 | 38.76 | 24.1 | 96.1 | 39.87 | 93.11 | 36.88 | 93.31 | 53.99 | 85.56 | 92.02 | — | — | |
| ReActBackbone=ResNet-342023.09 | 41.17 | 22.4 | 96.05 | 45.1 | 92.28 | 37.9 | 93.04 | 59.3 | 85.19 | 91.64 | — | — | |
| KNNBackbone=ResNet-342023.09 | 41.38 | 28.67 | 95.57 | 65.83 | 88.72 | 58.08 | 90.17 | 12.92 | 90.37 | 91.2 | — | — | |
| NPOSBackbone=ResNet-342023.09 | 44 | 53.84 | 86.52 | 59.66 | 83.5 | 53.54 | 87.99 | 8.98 | 98.13 | 89.04 | — | — | |
| ODINBackbone=ResNet-342023.09 | 45.15 | 24.4 | 95.92 | 50.3 | 90.2 | 44.9 | 91.55 | 61 | 81.37 | 89.76 | — | — | |
| DICEBackbone=ResNet-342023.09 | 46.67 | 37.3 | 92.51 | 53.8 | 87.75 | 45.6 | 89.21 | 50 | 83.27 | 88.19 | — | — | |
| MSPBackbone=ResNet-342023.09 | 48.08 | 31.8 | 94.98 | 47.1 | 90.84 | 47.6 | 90.86 | 65.8 | 83.34 | 90.01 | — | — | |
| EnergyBackbone=ResNet-342023.09 | 48.68 | 32.5 | 94.82 | 50.8 | 90.76 | 47.6 | 91.71 | 63.8 | 80.54 | 89.46 | — | — | |
| VOSBackbone=ResNet-342023.09 | 49.02 | 43 | 93.77 | 47.6 | 91.77 | 39.4 | 93.17 | 66.1 | 81.42 | 90.03 | — | — | |
| GODINBackbone=ResNet-342023.09 | 49.55 | 39.9 | 93.94 | 59.7 | 89.2 | 58.7 | 90.65 | 39.9 | 92.71 | 91.62 | — | — | |
| ViMBackbone=ResNet-342023.09 | 67.03 | 75.5 | 87.18 | 88.3 | 81.25 | 88.7 | 81.37 | 15.6 | 96.63 | 86.61 | — | — | |
| MahalanobisBackbone=ResNet-342023.09 | 80.55 | 91.6 | 75.16 | 96.7 | 60.87 | 97.4 | 62.23 | 36.5 | 91.43 | 72.42 | — | — | |
| DOEoutlier_source=Visual OE2023.10 | 85.2 | — | — | — | — | — | — | — | — | 61.77 | — | — | |
| GANBackbone=ResNet-342023.09 | 85.42 | 83.1 | 71.35 | 83.2 | 69.85 | 84.4 | 67.56 | 91 | 59.16 | 66.98 | — | — | |
| OEoutlier_source=Visual OE2023.10 | 86.34 | — | — | — | — | — | — | — | — | 60.54 | — | — | |
| VOSoutlier_source=Visual OE2023.10 | 90 | — | — | — | — | — | — | — | — | 65.46 | — | — |