Out-of-Distribution Detection on ImageNet-1K (val)
94.28Average AUROCBATS
Evaluation results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| BATSBackbone=ResNet-50, Type=post hoc2022.10 | 94.28 | 12.57 | 97.67 | 22.62 | 95.33 | 34.34 | 91.83 | 38.9 | 92.27 | 27.11 | — | — | |
| ReActBackbone=ResNet-50, Type=post hoc2022.10 | 92.95 | 17.77 | 96.7 | 25.15 | 94.34 | 34.64 | 91.92 | 51.31 | 88.83 | 32.22 | — | — | |
| GradNormBackbone=ResNet-50, Type=post hoc2022.10 | 87.7 | 23.73 | 93.97 | 42.81 | 87.26 | 55.62 | 81.85 | 38.15 | 87.73 | 40.08 | — | — | |
| ODINBackbone=ResNet-50, Type=post hoc2022.10 | 85.94 | 41.07 | 91.32 | 64.63 | 81.71 | 68.36 | 81.95 | 50.55 | 85.77 | 56.15 | — | — | |
| EnergyBackbone=ResNet-50, Type=post hoc2022.10 | 85.82 | 46.65 | 91.32 | 61.96 | 84.88 | 67.97 | 82.21 | 56.06 | 84.88 | 58.16 | — | — | |
| KNNBackbone=ResNet-50, Type=post hoc2022.10 | 85.01 | 59 | 86.47 | 68.82 | 80.72 | 76.28 | 75.76 | 11.77 | 97.07 | 53.97 | — | — | |
| ViMBackbone=ResNet-50, Type=post hoc2022.10 | 82.2 | 77.34 | 86.46 | 90.71 | 73.8 | 89.64 | 72.15 | 16.63 | 96.37 | 68.58 | — | — | |
| MSPBackbone=ResNet-50, Type=post hoc2022.10 | 81.41 | 51.44 | 88.17 | 72.04 | 79.95 | 74.34 | 78.84 | 54.9 | 78.69 | 63.18 | — | — | |
| DISC2025.10 | 74.04 | — | — | — | — | — | — | — | — | — | 47.76 | 62.03 | |
| Maha+ODIN2025.10 | 65.3 | — | — | — | — | — | — | — | — | — | 18.29 | 18.34 | |
| DDPM2025.10 | 65.02 | — | — | — | — | — | — | — | — | — | 32.75 | 39.05 | |
| Mahalanobis2025.10 | 64.03 | — | — | — | — | — | — | — | — | — | 18.69 | 18.98 | |
| ViM2025.10 | 54.52 | — | — | — | — | — | — | — | — | — | 20.41 | 20.46 | |
| ODIN2025.10 | 53.28 | — | — | — | — | — | — | — | — | — | 19.29 | 21.84 | |
| EnergyBased2025.10 | 50.59 | — | — | — | — | — | — | — | — | — | 23.32 | 23.48 | |
| MaxLogit2025.10 | 50.59 | — | — | — | — | — | — | — | — | — | 23.05 | 23.02 | |
| Entropy2025.10 | 50.57 | — | — | — | — | — | — | — | — | — | 20.36 | 20.8 | |
| MSP2025.10 | 50.24 | — | — | — | — | — | — | — | — | — | 19.19 | 20.2 | |
| MCD2025.10 | 48.14 | — | — | — | — | — | — | — | — | — | 20.75 | 21.13 | |
| ReAct2025.10 | 47.84 | — | — | — | — | — | — | — | — | — | 17.63 | 17.43 | |
| All detectorsprotocol=concatenation of baseline scalar scores2025.10 | — | — | — | — | — | — | — | — | — | — | 23.43 | 33.74 |