Out-of-distribution Detection on CIFAR100 (ID) vs Texture (OOD) (test)
0.12FPR@95Kernel PCA (CoRP)
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Kernel PCA (CoRP)Architecture=ResNetV2-50 (BiT-M), Labels=false2025.05 | 0.12 | 99.96 | — | |
| DICEArchitecture=ResNetV2-50 (BiT-M), Labels=false2025.05 | 1.97 | 99.5 | — | |
| GradPCAArchitecture=ResNetV2-50 (BiT-M), Labels=true2025.05 | 3.41 | 99.24 | — | |
| DynProtoBackbone=DenseNet-101, External Text=False2026.04 | 16.81 | 96.34 | — | |
| DynProtoBackbone=CLIP-B/16, External Text=False2026.04 | 18.58 | 95.82 | — | |
| VIMBackbone=DenseNet-101, External Text=False2026.04 | 19.75 | 95.89 | — | |
| AdaNDBackbone=CLIP-B/16, External Text=False2026.04 | 22.71 | 92.48 | — | |
| FABackbone=CLIP-B/16, External Text=False2026.04 | 24.32 | 94.97 | — | |
| NegRefineBackbone=CLIP-B/16, External Text=True2026.04 | 25.25 | 92.7 | — | |
| CSPBackbone=CLIP-B/16, External Text=True2026.04 | 26.04 | 92.59 | — | |
| CADRefBackbone=DenseNet-101, External Text=False2026.04 | 28.72 | 94.13 | — | |
| ASH-SBackbone=DenseNet-101, External Text=False2026.04 | 34.6 | 92.11 | — | |
| NACBackbone=ResNet182024.05 | 40.65 | 89.32 | — | |
| VIMBackbone=ResNet182024.05 | 46.86 | 85.91 | — | |
| WeiPer+ReActBackbone=ResNet182024.05 | 56.78 | 79.77 | — | |
| DICEBackbone=DenseNet-101, External Text=False2026.04 | 61.27 | 77.22 | — | |
| OptFSBackbone=DenseNet-101, External Text=False2026.04 | 61.64 | 85.63 | — | |
| ASH2026.03 | 63.69 | 83.59 | — | |
| Clipped HNNScoring=Softmax scores, In-distribution dataset=CIFAR1002021.07 | 64.91 | 83.26 | 95.77 | |
| Vanilla HNNScore function=Energy score2021.07 | 65.03 | 83.38 | 95.85 | |
| ENNScore function=Energy score2021.07 | 72.77 | 77.38 | 93.38 | |
| NegLabelBackbone=CLIP-B/16, External Text=True2026.04 | 73.39 | 76.52 | — | |
| CoOpBackbone=CLIP-B/16, External Text=False2026.04 | 74.04 | 77.7 | — | |
| GCOS OOD + L_regOutlier Synthesis=GCOS, Loss=L_reg2026.03 | 78 | 76.79 | 99.3 | |
| GCOS + Lregloss=Mahalanobis-based geometric loss2026.03 | 78 | 76.79 | — | |
| LoCoOpBackbone=CLIP-B/16, External Text=False2026.04 | 78.01 | 77.55 | — | |
| Free Energy2026.03 | 79.63 | 76.35 | — | |
| Clipped HNNsScore function=Energy score2021.07 | 83.19 | 77.74 | 94.54 | |
| ENNScoring=Softmax scores, In-distribution dataset=CIFAR1002021.07 | 83.67 | 77.52 | 94.47 | |
| Gaussian OOD + L_uncertaintyOutlier Synthesis=Gaussian, Loss=L_uncertainty2026.03 | 84.5 | 74.53 | 99.3 | |
| VOS2026.03 | 84.5 | 74.53 | — | |
| EnergyBackbone=DenseNet-101, External Text=False2026.04 | 85 | 70.99 | — | |
| MSPBackbone=DenseNet-101, External Text=False2026.04 | 85.19 | 71.2 | — | |
| GCOS OOD + L_uncertaintyOutlier Synthesis=GCOS, Loss=L_uncertainty2026.03 | 87.5 | 72.96 | 99.23 | |
| ReActBackbone=DenseNet-101, External Text=False2026.04 | 92.07 | 67.15 | — | |
| MCMBackbone=CLIP-B/16, External Text=False2026.04 | 98.01 | 66.71 | — |