Out-of-Distribution Detection on CIFAR-10 (ID) vs LSUN-C (OOD)
0.11FPR@95DynProto
Evaluation results
| Method | Links | ||
|---|---|---|---|
| DynProtoBackbone=CLIP-B/16, Method Category=Vision Language Model based Methods2026.04 | 0.11 | 99.89 | |
| AdaNDBackbone=CLIP-B/16, Method Category=Vision Language Model based Methods2026.04 | 0.35 | 99.8 | |
| MCMBackbone=CLIP-B/16, Method Category=Vision Language Model based Methods2026.04 | 5.77 | 98.33 | |
| DynProtoBackbone=ResNet50, Method Category=Vision Model based Methods2026.04 | 6.04 | 98.86 | |
| CADRefBackbone=ResNet50, Method Category=Vision Model based Methods2026.04 | 7.02 | 98.66 | |
| GLMCMBackbone=CLIP-B/16, Method Category=Vision Language Model based Methods2026.04 | 7.49 | 98.24 | |
| DICEBackbone=ResNet50, Method Category=Vision Model based Methods2026.04 | 8.85 | 98.31 | |
| ASH-SBackbone=ResNet50, Method Category=Vision Model based Methods2026.04 | 9.67 | 98.13 | |
| VIMBackbone=ResNet50, Method Category=Vision Model based Methods2026.04 | 15.42 | 97.37 | |
| NegLabelBackbone=CLIP-B/16, Method Category=Vision Language Model based Methods2026.04 | 15.48 | 96.96 | |
| NegRefineBackbone=CLIP-B/16, Method Category=Vision Language Model based Methods2026.04 | 15.52 | 97.3 | |
| EnergyBackbone=ResNet50, Method Category=Vision Model based Methods2026.04 | 15.62 | 97.3 | |
| OptFSBackbone=ResNet50, Method Category=Vision Model based Methods2026.04 | 18.32 | 96.96 | |
| CSPBackbone=CLIP-B/16, Method Category=Vision Language Model based Methods2026.04 | 19.99 | 96.69 | |
| MSPBackbone=ResNet50, Method Category=Vision Model based Methods2026.04 | 47.09 | 93.42 | |
| ReActBackbone=ResNet50, Method Category=Vision Model based Methods2026.04 | 87.22 | 78.03 |