OOD Detection on CIFAR-10 Average OOD ID (test)
0.8FPR@95Medix
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| MedixTraining Data=Pin and Pwild2025.10 | 0.8 | 99.74 | |
| GradPCA-BatchBackbone=ResNetV2-50 (BiT-M)2025.05 | 3 | 99.31 | |
| WOODSTraining Data=Pin and Pwild2025.10 | 3.4 | 98.92 | |
| KNNBackbone=ResNetV2-50 (BiT-M)2025.05 | 4.85 | 98.95 | |
| OETraining Data=Pin and Pwild2025.10 | 6.16 | 97.99 | |
| Energy (w/ OE)Training Data=Pin and Pwild2025.10 | 7.52 | 97.98 | |
| MahalanobisBackbone=ResNetV2-50 (BiT-M)2025.05 | 8.4 | 98.43 | |
| GradPCA-VecBackbone=ResNetV2-50 (BiT-M)2025.05 | 9.84 | 98.1 | |
| KNN+Training Data=Pin only2025.10 | 10.3 | 97.99 | |
| GradPCA (block 4)Backbone=ResNetV2-50 (BiT-M)2025.05 | 10.43 | 98 | |
| GAIA-ZBackbone=ResNet-34 (TIMM)2025.05 | 12.77 | 97.06 | |
| NCIBackbone=ResNetV2-50 (BiT-M)2025.05 | 13.64 | 96.44 | |
| ASHTraining Data=Pin only2025.10 | 17.03 | 96.15 | |
| CSITraining Data=Pin only2025.10 | 17.36 | 96.91 | |
| GradPCA (block 3)Backbone=ResNet-34 (TIMM)2025.05 | 19.55 | 96.42 | |
| GradPCABackbone=ResNetV2-50 (BiT-M)2025.05 | 20.15 | 95.96 | |
| GAIA-ABackbone=ResNet-34 (TIMM)2025.05 | 20.49 | 96.24 | |
| NCIBackbone=ResNet-34 (TIMM)2025.05 | 21.74 | 95.25 | |
| Kernel PCA (CoRP)Backbone=ResNetV2-50 (BiT-M)2025.05 | 23.12 | 95.38 | |
| GradPCA+DICEBackbone=ResNetV2-50 (BiT-M)2025.05 | 23.6 | 95.35 | |
| Revisited PCABackbone=ResNetV2-50 (BiT-M)2025.05 | 24.95 | 91.04 | |
| Proj. GradsBackbone=ResNetV2-50 (BiT-M)2025.05 | 25.59 | 93.24 | |
| GAIA-ABackbone=ResNetV2-50 (BiT-M)2025.05 | 27.75 | 93.97 | |
| Revisited PCABackbone=ResNet-34 (TIMM)2025.05 | 30.59 | 92.6 | |
| KNNTraining Data=Pin only2025.10 | 30.77 | 94.15 | |
| EnergyBackbone=ResNet-34 (TIMM)2025.05 | 30.95 | 90.88 | |
| ODINBackbone=ResNet-34 (TIMM)2025.05 | 31.81 | 90.8 | |
| Max logitsBackbone=ResNet-34 (TIMM)2025.05 | 31.82 | 90.8 | |
| DICEBackbone=ResNet-34 (TIMM)2025.05 | 32.7 | 88.66 | |
| EnergyTraining Data=Pin only2025.10 | 32.87 | 91.73 | |
| ReActBackbone=ResNet-34 (TIMM)2025.05 | 32.89 | 89.41 | |
| MSPBackbone=ResNetV2-50 (BiT-M)2025.05 | 34.17 | 86.18 | |
| DICETraining Data=Pin only2025.10 | 34.23 | 90.16 | |
| MahalanobisTraining Data=Pin only2025.10 | 35.66 | 93.34 | |
| KNNBackbone=ResNet-34 (TIMM)2025.05 | 35.86 | 94.06 | |
| ODINTraining Data=Pin only2025.10 | 36.4 | 90.61 | |
| ReActTraining Data=Pin only2025.10 | 36.77 | 91.48 | |
| GradPCABackbone=ResNet-34 (TIMM)2025.05 | 36.82 | 92.85 | |
| GradPCA-BatchBackbone=ResNet-34 (TIMM)2025.05 | 38.13 | 93.55 | |
| GradPCA-VecBackbone=ResNet-34 (TIMM)2025.05 | 38.38 | 93.58 | |
| Kernel PCA (CoRP)Backbone=ResNet-34 (TIMM)2025.05 | 39.15 | 93.68 | |
| GradOrthBackbone=ResNet-34 (TIMM)2025.05 | 40.42 | 91.97 | |
| ODINBackbone=ResNetV2-50 (BiT-M)2025.05 | 41.83 | 80.74 | |
| Max logitsBackbone=ResNetV2-50 (BiT-M)2025.05 | 41.84 | 80.72 | |
| Proj. GradsBackbone=ResNet-34 (TIMM)2025.05 | 42.6 | 84.9 | |
| GradPCA+DICEBackbone=ResNet-34 (TIMM)2025.05 | 44.95 | 89.52 | |
| MSPBackbone=ResNet-34 (TIMM)2025.05 | 47.23 | 90.58 | |
| EnergyBackbone=ResNetV2-50 (BiT-M)2025.05 | 49.44 | 77.96 | |
| MSPTraining Data=Pin only2025.10 | 50.04 | 91.12 | |
| MahalanobisBackbone=ResNet-34 (TIMM)2025.05 | 55.08 | 90.43 | |
| GAIA-ZBackbone=ResNetV2-50 (BiT-M)2025.05 | 66.28 | 73.53 | |
| GradOrthBackbone=ResNetV2-50 (BiT-M)2025.05 | 73.95 | 79.74 | |
| ReActBackbone=ResNetV2-50 (BiT-M)2025.05 | 98.72 | 35.07 | |
| DICEBackbone=ResNetV2-50 (BiT-M)2025.05 | 99.86 | 34.72 |