Anomaly Detection on ImageNet OOD
0.857AUROCPIXMIX
Evaluation results
| Method | Links | ||
|---|---|---|---|
| PIXMIXBackbone=ResNet-50, k=4, beta=42021.12 | 0.857 | 0.641 | |
| SINBackbone=ResNet-502021.12 | 0.848 | 0.623 | |
| AutoAugmentBackbone=ResNet-502021.12 | 0.844 | 0.582 | |
| AugMixBackbone=ResNet-502021.12 | 0.842 | 0.611 | |
| CutoutBackbone=ResNet-502021.12 | 0.817 | 0.496 | |
| BaselineBackbone=ResNet-502021.12 | 0.797 | 0.486 | |
| CutMixBackbone=ResNet-502021.12 | 0.784 | 0.479 | |
| MixupBackbone=ResNet-502021.12 | 0.722 | 0.513 |