OOD Detection on OpenImage-O (ID: ImageNet-1K)
93.33AUROCMahaVar
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MahaVarBackbone architectures=Average of ResNet-50, Swin-B, and ViT-B2026.05 | 93.33 | 36.83 | |
| ASHBackbone=ResNet-502023.06 | 93.26 | — | |
| Mahalanobis++Backbone architectures=Average of ResNet-50, Swin-B, and ViT-B2026.05 | 92.83 | 39.24 | |
| MDSBackbone=ViT-b162023.06 | 92.38 | — | |
| RMDSBackbone=ViT-b162023.06 | 92.32 | — | |
| VIMBackbone=ViT-b162023.06 | 92.18 | — | |
| ReActBackbone=ResNet-502023.06 | 91.87 | — | |
| ViMBackbone architectures=Average of ResNet-50, Swin-B, and ViT-B2026.05 | 91.75 | 45.38 | |
| NAC-UEBackbone=ViT-b162023.06 | 91.58 | — | |
| NAC-UEBackbone=ResNet-502023.06 | 91.45 | — | |
| NNGuideBackbone architectures=Average of ResNet-50, Swin-B, and ViT-B2026.05 | 91.44 | 48.96 | |
| SHEBackbone=ViT-b162023.06 | 91.04 | — | |
| NCI+filterBackbone architectures=Average of ResNet-50, Swin-B, and ViT-B2026.05 | 90.89 | 47.95 | |
| VIMBackbone=ResNet-502023.06 | 90.5 | — | |
| fDBDBackbone architectures=Average of ResNet-50, Swin-B, and ViT-B2026.05 | 90.4 | 53.06 | |
| GENBackbone=ViT-b162023.06 | 90.27 | — | |
| NCIBackbone architectures=Average of ResNet-50, Swin-B, and ViT-B2026.05 | 89.91 | 54.39 | |
| KNNBackbone=ViT-b162023.06 | 89.86 | — | |
| GENBackbone=ResNet-502023.06 | 89.26 | — | |
| GENBackbone architectures=Average of ResNet-50, Swin-B, and ViT-B2026.05 | 88.83 | 53.68 | |
| KNNBackbone architectures=Average of ResNet-50, Swin-B, and ViT-B2026.05 | 88.23 | 57.08 | |
| OpenMaxBackbone=ResNet-502023.06 | 87.62 | — | |
| OpenMaxBackbone=ViT-b162023.06 | 87.36 | — | |
| ReActBackbone architectures=Average of ResNet-50, Swin-B, and ViT-B2026.05 | 87.31 | 56.21 | |
| KL-matchingBackbone architectures=Average of ResNet-50, Swin-B, and ViT-B2026.05 | 87.05 | 58.53 | |
| KNNBackbone=ResNet-502023.06 | 87.04 | — | |
| SHEBackbone=ResNet-502023.06 | 86.52 | — | |
| RMDSBackbone=ResNet-502023.06 | 85.84 | — | |
| MahalanobisBackbone architectures=Average of ResNet-50, Swin-B, and ViT-B2026.05 | 84.7 | 56.27 | |
| ReActBackbone=ViT-b162023.06 | 84.29 | — | |
| MSPBackbone architectures=Average of ResNet-50, Swin-B, and ViT-B2026.05 | 83.87 | 61.97 | |
| MaxLogitBackbone architectures=Average of ResNet-50, Swin-B, and ViT-B2026.05 | 80.6 | 60.71 | |
| SCALEBackbone architectures=Average of ResNet-50, Swin-B, and ViT-B2026.05 | 77.73 | 60.58 | |
| EnergyBackbone architectures=Average of ResNet-50, Swin-B, and ViT-B2026.05 | 75.35 | 66.3 | |
| MDSBackbone=ResNet-502023.06 | 69.27 | — | |
| ASHBackbone=ViT-b162023.06 | 55.51 | — | |
| ASH-SBackbone architectures=Average of ResNet-50, Swin-B, and ViT-B2026.05 | 42.95 | 76.56 |