OOD Detection on ImageNet OOD Aggregate Average
0.8839AUROCMahaVar
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| MahaVarBackbone architectures=Average of ResNet-50, Swin-B, and ViT-B2026.05 | 0.8839 | 0.4519 | |
| Mahalanobis++Backbone architectures=Average of ResNet-50, Swin-B, and ViT-B2026.05 | 0.875 | 0.479 | |
| NNGuideBackbone architectures=Average of ResNet-50, Swin-B, and ViT-B2026.05 | 0.861 | 0.5685 | |
| ViMBackbone architectures=Average of ResNet-50, Swin-B, and ViT-B2026.05 | 0.8566 | 0.551 | |
| NCI+filterBackbone architectures=Average of ResNet-50, Swin-B, and ViT-B2026.05 | 0.8483 | 0.5801 | |
| GENBackbone architectures=Average of ResNet-50, Swin-B, and ViT-B2026.05 | 0.8427 | 0.6059 | |
| fDBDBackbone architectures=Average of ResNet-50, Swin-B, and ViT-B2026.05 | 0.8417 | 0.6212 | |
| NCIBackbone architectures=Average of ResNet-50, Swin-B, and ViT-B2026.05 | 0.8353 | 0.6348 | |
| KNNBackbone architectures=Average of ResNet-50, Swin-B, and ViT-B2026.05 | 0.8311 | 0.6355 | |
| ReActBackbone architectures=Average of ResNet-50, Swin-B, and ViT-B2026.05 | 0.8237 | 0.632 | |
| KL-matchingBackbone architectures=Average of ResNet-50, Swin-B, and ViT-B2026.05 | 0.8211 | 0.645 | |
| MSPBackbone architectures=Average of ResNet-50, Swin-B, and ViT-B2026.05 | 0.8039 | 0.6688 | |
| MahalanobisBackbone architectures=Average of ResNet-50, Swin-B, and ViT-B2026.05 | 0.8003 | 0.6309 | |
| MaxLogitBackbone architectures=Average of ResNet-50, Swin-B, and ViT-B2026.05 | 0.7774 | 0.6588 | |
| SCALEBackbone architectures=Average of ResNet-50, Swin-B, and ViT-B2026.05 | 0.7404 | 0.6646 | |
| EnergyBackbone architectures=Average of ResNet-50, Swin-B, and ViT-B2026.05 | 0.7332 | 0.7072 | |
| ASH-SBackbone architectures=Average of ResNet-50, Swin-B, and ViT-B2026.05 | 0.4535 | 0.794 |