OOD Detection on ImageNet-1K Dfar
95.74AUROC (%)ASH
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ASHBackbone=ResNet502024.05 | 95.74 | 19.49 | |
| WeiPer+KLDBackbone=ResNet502024.05 | 95.54 | 22.08 | |
| NACBackbone=ResNet502024.05 | 95.29 | — | |
| ReActBackbone=ResNet502024.05 | 93.67 | 26.31 | |
| NACBackbone=ViT-B/162024.05 | 93.16 | — | |
| WeiPer+ReActBackbone=ResNet502024.05 | 93.09 | 29.83 | |
| VIMBackbone=ViT-B/162024.05 | 92.84 | 29.18 | |
| VIMBackbone=ResNet502024.05 | 92.68 | 24.67 | |
| RMDSBackbone=ViT-B/162024.05 | 92.6 | 28.76 | |
| GENBackbone=ViT-B/162024.05 | 91.35 | 32.23 | |
| KNNBackbone=ViT-B/162024.05 | 90.81 | 31.93 | |
| WeiPer+KLDBackbone=ViT-B/162024.05 | 90.32 | 38.16 | |
| KNNBackbone=ResNet502024.05 | 90.18 | 34.13 | |
| GENBackbone=ResNet502024.05 | 89.76 | 35.61 | |
| WeiPer+ReActBackbone=ViT-B/162024.05 | 89.45 | 41.22 | |
| WeiPer+MSPBackbone=ResNet502024.05 | 89.33 | 41.56 | |
| WeiPer+MSPBackbone=ViT-B/162024.05 | 89.15 | 43.49 | |
| RMDSBackbone=ResNet502024.05 | 86.38 | 40.91 | |
| MSPBackbone=ViT-B/162024.05 | 86.04 | 51.69 | |
| ReActBackbone=ViT-B/162024.05 | 85.69 | 53.93 | |
| MSPBackbone=ResNet502024.05 | 85.23 | 51.45 | |
| ASHBackbone=ViT-B/162024.05 | 51.56 | 96.77 |