OOD Detection on CIFAR-100 (vs SVHN, Tiny-Imagenet, LSUN, Texture)
35.2Average FPR95NPOS
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| NPOS2023.09 | 35.2 | — | — | — | — | — | — | — | — | 92.44 | |
| SCALEModel=DenseNet-1012023.09 | 38.99 | — | — | — | — | — | — | — | — | 90.74 | |
| ASH-SModel=DenseNet-1012023.09 | 41.4 | — | — | — | — | — | — | — | — | 90.02 | |
| DREAM-OOD2023.09 | 46.6 | — | — | — | — | — | — | — | — | 88.82 | |
| DICEModel=DenseNet-1012023.09 | 49.72 | — | — | — | — | — | — | — | — | 87.23 | |
| BATSBackbone=ResNet-18 (RN18), Post-hoc=true2022.10 | 52.73 | 61.48 | 90.63 | 44.41 | 91.27 | 52.68 | 90.04 | 52.36 | 89.72 | 90.42 | |
| ReActBackbone=ResNet-18 (RN18), Post-hoc=true2022.10 | 58.12 | 70.28 | 88.25 | 45.62 | 91.02 | 55.57 | 89.32 | 61.01 | 87.57 | 89.04 | |
| ViM2023.09 | 61.85 | — | — | — | — | — | — | — | — | 85.57 | |
| ReActModel=DenseNet-1012023.09 | 62.27 | — | — | — | — | — | — | — | — | 84.47 | |
| Mahalanobis2023.09 | 62.45 | — | — | — | — | — | — | — | — | 84.43 | |
| BATSBackbone=WideResNet (WRN), Post-hoc=true2022.10 | 62.6 | 71.01 | 87.5 | 41.93 | 91.97 | 57.01 | 88.04 | 80.46 | 78.42 | 86.48 | |
| GradNormBackbone=ResNet-18 (RN18), Post-hoc=true2022.10 | 63.03 | 57.65 | 87.77 | 25.77 | 95.12 | 89.6 | 63.25 | 79.08 | 68.89 | 78.76 | |
| ReActBackbone=WideResNet (WRN), Post-hoc=true2022.10 | 65.02 | 72.94 | 86.89 | 42.07 | 91.97 | 60.87 | 85.9 | 84.18 | 76.22 | 85.25 | |
| EnergyBackbone=WideResNet (WRN), Post-hoc=true2022.10 | 67.58 | 75.57 | 83.05 | 40.87 | 92.99 | 65.9 | 82.78 | 87.98 | 71.21 | 82.51 | |
| ODINBackbone=ResNet-18 (RN18), Post-hoc=true2022.10 | 68.35 | 40.82 | 93.32 | 69.34 | 86.28 | 79.62 | 82.12 | 83.61 | 72.36 | 83.52 | |
| EBOModel=DenseNet-1012023.09 | 68.45 | — | — | — | — | — | — | — | — | 81.19 | |
| EnergyBackbone=ResNet-18 (RN18), Post-hoc=true2022.10 | 70.2 | 81.24 | 84.59 | 40.12 | 93.16 | 73.56 | 82.98 | 85.87 | 74.94 | 83.92 | |
| GODIN2023.09 | 71.75 | — | — | — | — | — | — | — | — | 85.02 | |
| ODIN2023.09 | 72.6 | — | — | — | — | — | — | — | — | 79.82 | |
| ODINBackbone=WideResNet (WRN), Post-hoc=true2022.10 | 73.21 | 35.69 | 94.84 | 82.68 | 79.17 | 87.48 | 74.53 | 86.97 | 65.4 | 78.49 | |
| KNN2023.09 | 73.29 | — | — | — | — | — | — | — | — | 80.35 | |
| ReAct2023.09 | 74.6 | — | — | — | — | — | — | — | — | 81.61 | |
| GradNormBackbone=WideResNet (WRN), Post-hoc=true2022.10 | 74.91 | 83.24 | 72.55 | 45.2 | 90.43 | 78.62 | 68.8 | 92.59 | 46.99 | 69.69 | |
| VOS2023.09 | 75.35 | — | — | — | — | — | — | — | — | 80.08 | |
| MSPBackbone=WideResNet (WRN), Post-hoc=true2022.10 | 76.63 | 78.43 | 77.74 | 61.33 | 87.46 | 81.69 | 72.69 | 85.07 | 75.46 | 78.34 | |
| Energy2023.09 | 78.7 | — | — | — | — | — | — | — | — | 78.87 | |
| MSP2023.09 | 79.35 | — | — | — | — | — | — | — | — | 77.43 | |
| MSPBackbone=ResNet-18 (RN18), Post-hoc=true2022.10 | 79.44 | 81.79 | 77.8 | 68.32 | 83.92 | 82.51 | 75.73 | 85.12 | 73.36 | 77.7 | |
| DICE2023.09 | 79.8 | — | — | — | — | — | — | — | — | 77.83 | |
| MSPModel=DenseNet-1012023.09 | 80.13 | — | — | — | — | — | — | — | — | 74.36 | |
| GAN2023.09 | 92.8 | — | — | — | — | — | — | — | — | 62.99 |