Out-of-Distribution Detection on ImageNet far-OOD (Average)
10.47FPR@95DynProto
Evaluation results
| Method | Links | ||
|---|---|---|---|
| DynProtoBackbone=CLIP-RN502026.04 | 10.47 | 97.4 | |
| DynProtoBackbone=ViT-B/162026.04 | 20.64 | 93.67 | |
| CSPBackbone=CLIP-RN502026.04 | 22.72 | 94.6 | |
| NegLabelBackbone=CLIP-RN502026.04 | 30.59 | 93.01 | |
| SCTBackbone=CLIP-RN502026.04 | 35.32 | 90.96 | |
| LoCoOpBackbone=CLIP-RN502026.04 | 36.81 | 91.55 | |
| GLMCMBackbone=CLIP-RN502026.04 | 42.69 | 89.26 | |
| VIMBackbone=ViT-B/162026.04 | 43.7 | 87.89 | |
| MCMBackbone=CLIP-RN502026.04 | 51 | 88.83 | |
| CADRefBackbone=ViT-B/162026.04 | 55.5 | 87.95 | |
| OptFSBackbone=ViT-B/162026.04 | 61.74 | 85.82 | |
| MSPBackbone=ViT-B/162026.04 | 61.83 | 83.1 | |
| ReActBackbone=ViT-B/162026.04 | 67.1 | 81.76 | |
| EnergyBackbone=ViT-B/162026.04 | 67.39 | 74.27 | |
| DICEBackbone=ViT-B/162026.04 | 90.5 | 70.48 | |
| ASH-SBackbone=ViT-B/162026.04 | 99.64 | 16.46 |