Out-of-Distribution Detection on CIFAR-100 (ID) vs SVHN (OOD) 1.0 (test)
0.03FPR@95DynProto
Evaluation results
| Method | Links | ||
|---|---|---|---|
| DynProtoBackbone=CLIP-B/16, External Text=False2026.04 | 0.03 | 99.97 | |
| DynProtoBackbone=DenseNet-101, External Text=False2026.04 | 0.22 | 99.94 | |
| AdaNDBackbone=CLIP-B/16, External Text=False2026.04 | 1.17 | 99.67 | |
| LoCoOpBackbone=CLIP-B/16, External Text=False2026.04 | 15.67 | 97.28 | |
| CADRefBackbone=DenseNet-101, External Text=False2026.04 | 18.28 | 96.69 | |
| FABackbone=CLIP-B/16, External Text=False2026.04 | 19.08 | 96.82 | |
| CoOpBackbone=CLIP-B/16, External Text=False2026.04 | 20.55 | 96.43 | |
| ASH-SBackbone=DenseNet-101, External Text=False2026.04 | 24.75 | 95.79 | |
| VIMBackbone=DenseNet-101, External Text=False2026.04 | 35.05 | 93.57 | |
| NegRefineBackbone=CLIP-B/16, External Text=True2026.04 | 55.51 | 88.06 | |
| DICEBackbone=DenseNet-101, External Text=False2026.04 | 60.06 | 88.18 | |
| OptFSBackbone=DenseNet-101, External Text=False2026.04 | 73.61 | 84.96 | |
| NegLabelBackbone=CLIP-B/16, External Text=True2026.04 | 81.2 | 70.14 | |
| MSPBackbone=DenseNet-101, External Text=False2026.04 | 82.02 | 75.19 | |
| MCMBackbone=CLIP-B/16, External Text=False2026.04 | 83.53 | 87.34 | |
| EnergyBackbone=DenseNet-101, External Text=False2026.04 | 88.03 | 81.3 | |
| ReActBackbone=DenseNet-101, External Text=False2026.04 | 96.75 | 69.13 | |
| CSPBackbone=CLIP-B/16, External Text=True2026.04 | 99.4 | 70.95 |