OOD Detection on ImageNet-1K Dnear
0.8009AUROCRMDS
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| RMDSBackbone=ViT-B/162024.05 | 0.8009 | 0.6536 | |
| WeiPer+KLDBackbone=ResNet502024.05 | 0.8005 | 0.6139 | |
| ASHBackbone=ResNet502024.05 | 0.7817 | 0.6332 | |
| WeiPer+MSPBackbone=ResNet502024.05 | 0.7768 | 0.6384 | |
| ReActBackbone=ResNet502024.05 | 0.7738 | 0.6669 | |
| VIMBackbone=ViT-B/162024.05 | 0.7703 | 0.7373 | |
| RMDSBackbone=ResNet502024.05 | 0.7699 | 0.6504 | |
| GENBackbone=ResNet502024.05 | 0.7685 | 0.6532 | |
| WeiPer+ReActBackbone=ResNet502024.05 | 0.7685 | 0.6687 | |
| GENBackbone=ViT-B/162024.05 | 0.763 | 0.7078 | |
| MSPBackbone=ResNet502024.05 | 0.7602 | 0.6568 | |
| WeiPer+KLDBackbone=ViT-B/162024.05 | 0.75 | 0.7302 | |
| WeiPer+MSPBackbone=ViT-B/162024.05 | 0.7482 | 0.7497 | |
| WeiPer+ReActBackbone=ViT-B/162024.05 | 0.7479 | 0.7408 | |
| KNNBackbone=ViT-B/162024.05 | 0.7411 | 0.7047 | |
| MSPBackbone=ViT-B/162024.05 | 0.7352 | 0.8185 | |
| VIMBackbone=ResNet502024.05 | 0.7208 | 0.7135 | |
| KNNBackbone=ResNet502024.05 | 0.711 | 0.7087 | |
| ReActBackbone=ViT-B/162024.05 | 0.6926 | 0.8449 | |
| ASHBackbone=ViT-B/162024.05 | 0.5321 | 0.9443 |