OOD Detection on CIFAR-10 (vs SVHN, Tiny-Imagenet, LSUN_resize, Texture)
38.42FPR95 (SVHN)BATS
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| BATSBackbone=ResNet-18 (RN18), Post-hoc=true2022.10 | 38.42 | 93.53 | 17.75 | 96.91 | 19.85 | 96.59 | 43.81 | 92.32 | 29.96 | 94.84 | |
| ReActBackbone=ResNet-18 (RN18), Post-hoc=true2022.10 | 46.87 | 92.54 | 22.8 | 96.1 | 18.31 | 96.92 | 47.39 | 91.58 | 33.84 | 94.29 | |
| BATSBackbone=WideResNet (WRN), Post-hoc=true2022.10 | 50.6 | 89.5 | 25.17 | 95.66 | 11.98 | 97.7 | 45.3 | 91.18 | 33.26 | 93.51 | |
| EnergyBackbone=ResNet-18 (RN18), Post-hoc=true2022.10 | 54.03 | 91.32 | 15.18 | 97.28 | 23.53 | 96.14 | 55.3 | 89.37 | 37.01 | 93.53 | |
| EnergyBackbone=WideResNet (WRN), Post-hoc=true2022.10 | 56.05 | 86.63 | 17.58 | 96.99 | 24.44 | 95.29 | 61.74 | 85.68 | 40.95 | 91.15 | |
| ReActBackbone=WideResNet (WRN), Post-hoc=true2022.10 | 58.35 | 86.67 | 18.85 | 96.62 | 16.52 | 97.04 | 50.89 | 89.27 | 36.15 | 92.4 | |
| MSPBackbone=ResNet-18 (RN18), Post-hoc=true2022.10 | 59.6 | 91.29 | 50.01 | 93.02 | 52.15 | 92.73 | 66.63 | 88.5 | 57.1 | 91.39 | |
| ODINBackbone=ResNet-18 (RN18), Post-hoc=true2022.10 | 59.71 | 88.52 | 10.95 | 98.08 | 9.24 | 98.25 | 52.06 | 89.16 | 32.99 | 93.5 | |
| ODINBackbone=WideResNet (WRN), Post-hoc=true2022.10 | 61.13 | 82.49 | 12.79 | 97.61 | 12.49 | 97.5 | 61.13 | 80.18 | 36.89 | 89.45 | |
| MSPBackbone=WideResNet (WRN), Post-hoc=true2022.10 | 63.24 | 86.66 | 39.57 | 94.6 | 44.31 | 93.82 | 60.71 | 88.9 | 51.96 | 91 | |
| GradNormBackbone=ResNet-18 (RN18), Post-hoc=true2022.10 | 82.45 | 79.85 | 19.23 | 96.77 | 48.99 | 90.67 | 69.4 | 81.72 | 55.02 | 87.25 | |
| GradNormBackbone=WideResNet (WRN), Post-hoc=true2022.10 | 88.55 | 49.14 | 41.25 | 90.68 | 91.02 | 48.94 | 90.83 | 46.28 | 77.91 | 58.76 |