OOD Detection on ImageNet far-OOD (iNaturalist)
3.78FPR@95DynProto
Evaluation results
| Method | Links | ||
|---|---|---|---|
| DynProtoBackbone=Swin-B2026.04 | 3.78 | 0.9884 | |
| MahaVarBackbone architectures=Average of ResNet-50, Swin-B, and ViT-B2026.05 | 16.12 | 0.9682 | |
| Mahalanobis++Backbone architectures=Average of ResNet-50, Swin-B, and ViT-B2026.05 | 22.22 | 0.9569 | |
| CADRefBackbone=Swin-B2026.04 | 37.87 | 0.9377 | |
| NNGuideBackbone architectures=Average of ResNet-50, Swin-B, and ViT-B2026.05 | 39.39 | 0.9348 | |
| ViMBackbone architectures=Average of ResNet-50, Swin-B, and ViT-B2026.05 | 39.41 | 0.9328 | |
| GENBackbone architectures=Average of ResNet-50, Swin-B, and ViT-B2026.05 | 39.91 | 0.9246 | |
| NCI+filterBackbone architectures=Average of ResNet-50, Swin-B, and ViT-B2026.05 | 40.23 | 0.9285 | |
| VIMBackbone=Swin-B2026.04 | 44.56 | 0.936 | |
| KL-matchingBackbone architectures=Average of ResNet-50, Swin-B, and ViT-B2026.05 | 46.72 | 0.9 | |
| fDBDBackbone architectures=Average of ResNet-50, Swin-B, and ViT-B2026.05 | 47.02 | 0.9202 | |
| MahalanobisBackbone architectures=Average of ResNet-50, Swin-B, and ViT-B2026.05 | 47.86 | 0.849 | |
| ReActBackbone architectures=Average of ResNet-50, Swin-B, and ViT-B2026.05 | 48.05 | 0.9031 | |
| NCIBackbone architectures=Average of ResNet-50, Swin-B, and ViT-B2026.05 | 49.59 | 0.915 | |
| MSPBackbone=Swin-B2026.04 | 51.68 | 0.87 | |
| MSPBackbone architectures=Average of ResNet-50, Swin-B, and ViT-B2026.05 | 51.71 | 0.8768 | |
| MaxLogitBackbone architectures=Average of ResNet-50, Swin-B, and ViT-B2026.05 | 52.86 | 0.851 | |
| OptFSBackbone=Swin-B2026.04 | 54.98 | 0.9071 | |
| KNNBackbone architectures=Average of ResNet-50, Swin-B, and ViT-B2026.05 | 56.87 | 0.8882 | |
| SCALEBackbone architectures=Average of ResNet-50, Swin-B, and ViT-B2026.05 | 56.94 | 0.7824 | |
| ReActBackbone=Swin-B2026.04 | 59.29 | 0.8872 | |
| EnergyBackbone architectures=Average of ResNet-50, Swin-B, and ViT-B2026.05 | 63.69 | 0.7922 | |
| ASH-SBackbone architectures=Average of ResNet-50, Swin-B, and ViT-B2026.05 | 70.66 | 0.4089 | |
| EnergyBackbone=Swin-B2026.04 | 72.55 | 0.6857 | |
| DICEBackbone=Swin-B2026.04 | 97.7 | 0.2313 | |
| ASH-SBackbone=Swin-B2026.04 | 99.81 | 0.1069 |