Out-of-Distribution Detection on CIFAR-10 (ID) vs {Textures, SVHN, Place365, LSUN-C, LSUN-R, iSUN} (test)
3.49FPR@95OE
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| OEBackbone=WRN2023.03 | 3.49 | 98.59 | 99.71 | |
| OEBackbone=DenseNet2023.03 | 5.25 | 98.2 | 99.62 | |
| OEBackbone=ResNet2023.03 | 5.28 | 98.04 | 99.55 | |
| LogitNormBackbone=WRN2023.03 | 12.97 | 97.47 | 99.47 | |
| OpenMixBackbone=WRN2023.03 | 16.86 | 96.92 | 99.34 | |
| LogitNormBackbone=DenseNet2023.03 | 19.72 | 96.19 | 99.11 | |
| EnergyBackbone=WRN2023.03 | 25.48 | 93.58 | 98 | |
| MaxLogitBackbone=WRN2023.03 | 26.72 | 93.14 | 97.78 | |
| FMFPBackbone=WRN2023.03 | 26.83 | 96.22 | 99.23 | |
| ODINBackbone=WRN2023.03 | 26.94 | 93.35 | 97.98 | |
| LogitNormBackbone=ResNet2023.03 | 29.72 | 94.29 | 98.7 | |
| EnergyBackbone=DenseNet2023.03 | 30.01 | 93.45 | 98.35 | |
| ODINBackbone=DenseNet2023.03 | 30.67 | 93.4 | 98.3 | |
| MaxLogitBackbone=DenseNet2023.03 | 30.99 | 93.44 | 98.35 | |
| OpenMixBackbone=DenseNet2023.03 | 32.75 | 94.85 | 98.84 | |
| EnergyBackbone=ResNet2023.03 | 33.98 | 91.15 | 97.49 | |
| MaxLogitBackbone=ResNet2023.03 | 34.61 | 91.13 | 97.46 | |
| ODINBackbone=ResNet2023.03 | 35.04 | 91.09 | 97.47 | |
| FMFPBackbone=DenseNet2023.03 | 35.12 | 94.88 | 98.95 | |
| FMFPBackbone=ResNet2023.03 | 39.5 | 93.83 | 98.73 | |
| OpenMixBackbone=ResNet2023.03 | 39.72 | 93.22 | 98.46 | |
| MSPBackbone=WRN2023.03 | 40.83 | 92.32 | 97.93 | |
| MSPBackbone=DenseNet2023.03 | 48.6 | 91.55 | 98.11 | |
| MSPBackbone=ResNet2023.03 | 51.69 | 89.85 | 97.42 |