Out-of-Distribution Detection on CIFAR-10 OOD Suite Average
0.29FPR@95DynProto
Evaluation results
| Method | Links | ||
|---|---|---|---|
| DynProtoBackbone=CLIP-B/16, Method Category=Vision Language Model based Methods2026.04 | 0.29 | 99.89 | |
| AdaNDBackbone=CLIP-B/16, Method Category=Vision Language Model based Methods2026.04 | 1.64 | 99.43 | |
| DynProtoBackbone=ResNet50, Method Category=Vision Model based Methods2026.04 | 9.65 | 97.95 | |
| CADRefBackbone=ResNet50, Method Category=Vision Model based Methods2026.04 | 13.45 | 97.31 | |
| GLMCMBackbone=CLIP-B/16, Method Category=Vision Language Model based Methods2026.04 | 14.82 | 96.22 | |
| MCMBackbone=CLIP-B/16, Method Category=Vision Language Model based Methods2026.04 | 15.09 | 96.02 | |
| ASH-SBackbone=ResNet50, Method Category=Vision Model based Methods2026.04 | 16.29 | 96.37 | |
| VIMBackbone=ResNet50, Method Category=Vision Model based Methods2026.04 | 16.84 | 96.77 | |
| NegRefineBackbone=CLIP-B/16, Method Category=Vision Language Model based Methods2026.04 | 19.72 | 95.88 | |
| CSPBackbone=CLIP-B/16, Method Category=Vision Language Model based Methods2026.04 | 20.22 | 96.23 | |
| DICEBackbone=ResNet50, Method Category=Vision Model based Methods2026.04 | 22.77 | 94.81 | |
| NegLabelBackbone=CLIP-B/16, Method Category=Vision Language Model based Methods2026.04 | 23.83 | 94.43 | |
| OptFSBackbone=ResNet50, Method Category=Vision Model based Methods2026.04 | 24.6 | 95.42 | |
| EnergyBackbone=ResNet50, Method Category=Vision Model based Methods2026.04 | 28.24 | 94.36 | |
| MSPBackbone=ResNet50, Method Category=Vision Model based Methods2026.04 | 50.9 | 92.17 | |
| ReActBackbone=ResNet50, Method Category=Vision Model based Methods2026.04 | 81.5 | 77.36 |