Out-of-Distribution Detection on CIFAR-100 ID Average OOD
88.94AUROCESOOD
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| ESOODBackbone=DenseNet-1002026.03 | 88.94 | 40.2 | — | |
| Prototype FusionBackbone=DenseNet-1002026.03 | 88.9 | 35.11 | — | |
| ViMBackbone=DenseNet-1002026.03 | 88.85 | 37.74 | — | |
| Prototype FusionBackbone=ResNet-182026.03 | 85 | 51.08 | — | |
| ESOODBackbone=ResNet-182026.03 | 84.99 | 58.05 | — | |
| LaRExBackbone=DenseNet-1002026.03 | 84.31 | 50.02 | — | |
| LaRExBackbone=ResNet-182026.03 | 81.78 | 59.27 | — | |
| ReActBackbone=DenseNet-1002026.03 | 80.55 | 54.97 | — | |
| NECOBackbone=DenseNet-1002026.03 | 80.49 | 55.35 | — | |
| MaxLogitBackbone=DenseNet-1002026.03 | 80.28 | 55.83 | — | |
| EnergyBackbone=DenseNet-1002026.03 | 80.22 | 55.82 | — | |
| NNGuideBackbone=DenseNet-1002026.03 | 77.92 | 62.69 | — | |
| MSPBackbone=DenseNet-1002026.03 | 77.77 | 57.45 | — | |
| NNGuideBackbone=ResNet-182026.03 | 76.17 | 73.79 | — | |
| MSPBackbone=ResNet-182026.03 | 74.27 | 80.14 | — | |
| MahalanobisBackbone=ResNet-182026.03 | 74.18 | 70.11 | — | |
| GradNormBackbone=DenseNet-1002026.03 | 71.55 | 77.07 | — | |
| ViMBackbone=ResNet-182026.03 | 70.6 | 77.54 | — | |
| MaxLogitBackbone=ResNet-182026.03 | 70.01 | 87.32 | — | |
| MahalanobisBackbone=DenseNet-1002026.03 | 64.87 | 69.39 | — | |
| EnergyBackbone=ResNet-182026.03 | 62.32 | 89.25 | — | |
| NECOBackbone=ResNet-182026.03 | 42.86 | 93.16 | — | |
| ReActBackbone=ResNet-182026.03 | 32.59 | 94.36 | — | |
| GradNormBackbone=ResNet-182026.03 | 25.09 | 97.71 | — | |
| DynProtoBackbone=CLIP-B/16, External Text=False2026.04 | 0.9779 | — | 6.89 | |
| DynProtoBackbone=DenseNet-101, External Text=False2026.04 | 0.9681 | — | 14.45 | |
| AdaNDBackbone=CLIP-B/16, External Text=False2026.04 | 0.9249 | — | 21.05 | |
| VIMBackbone=DenseNet-101, External Text=False2026.04 | 0.9149 | — | 37.77 | |
| FABackbone=CLIP-B/16, External Text=False2026.04 | 0.9089 | — | 42.03 | |
| CADRefBackbone=DenseNet-101, External Text=False2026.04 | 0.9055 | — | 40.34 | |
| ASH-SBackbone=DenseNet-101, External Text=False2026.04 | 0.9029 | — | 44.75 | |
| DICEBackbone=DenseNet-101, External Text=False2026.04 | 0.8605 | — | 56.52 | |
| LoCoOpBackbone=CLIP-B/16, External Text=False2026.04 | 0.8549 | — | 56.12 | |
| NegRefineBackbone=CLIP-B/16, External Text=True2026.04 | 0.8433 | — | 61.2 | |
| OptFSBackbone=DenseNet-101, External Text=False2026.04 | 0.8383 | — | 67.38 | |
| CSPBackbone=CLIP-B/16, External Text=True2026.04 | 0.8269 | — | 71.01 | |
| CoOpBackbone=CLIP-B/16, External Text=False2026.04 | 0.8109 | — | 61.68 | |
| EnergyBackbone=DenseNet-101, External Text=False2026.04 | 0.7853 | — | 77.49 | |
| NegLabelBackbone=CLIP-B/16, External Text=True2026.04 | 0.7645 | — | 76.4 | |
| MCMBackbone=CLIP-B/16, External Text=False2026.04 | 0.7642 | — | 86.11 | |
| ReActBackbone=DenseNet-101, External Text=False2026.04 | 0.7407 | — | 83.09 | |
| MSPBackbone=DenseNet-101, External Text=False2026.04 | 0.7191 | — | 84.04 |