Out-of-distribution detection on Gaussian Noise (test)
90.1Detection AccDe2
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| De2Noise level=Strong, Threshold=τ12024.12 | 90.1 | — | 9.8 | — | |
| De2Noise level=Medium, Threshold=τ12024.12 | 83.7 | — | 9.8 | — | |
| De1Noise level=Strong, Threshold=τ12024.12 | 78.9 | — | 19.1 | — | |
| ConvLSTM-DNoise level=Strong, Threshold=τ12024.12 | 74.5 | — | 10.1 | — | |
| BNNNoise level=Strong, Threshold=τ12024.12 | 73.9 | — | 10.2 | — | |
| De1Noise level=Medium, Threshold=τ12024.12 | 72.9 | — | 19.1 | — | |
| De1Noise level=Slight, Threshold=τ12024.12 | 66.1 | — | 19.1 | — | |
| De2Noise level=Slight, Threshold=τ12024.12 | 52.1 | — | 9.8 | — | |
| ConvLSTM-DNoise level=Medium, Threshold=τ12024.12 | 48.5 | — | 10.1 | — | |
| BNNNoise level=Medium, Threshold=τ12024.12 | 47.4 | — | 10.2 | — | |
| BNNNoise level=Slight, Threshold=τ12024.12 | 32.5 | — | 10.2 | — | |
| ConvLSTM-DNoise level=Slight, Threshold=τ12024.12 | 18.5 | — | 10.1 | — | |
| AlignMixupBackbone=PreActResnet18, Training Dataset=CIFAR-100, Resolution=32x322021.03 | 0.867 | 0.879 | 0.918 | 0.774 | |
| AlignMixup/AEBackbone=PreActResnet18, Training Dataset=CIFAR-100, Resolution=32x322021.03 | 0.86 | 0.872 | 0.919 | 0.756 | |
| StyleCutMixBackbone=PreActResnet18, Training Dataset=CIFAR-100, Resolution=32x322021.03 | 0.848 | 0.819 | 0.833 | 0.739 | |
| SaliencyMixBackbone=PreActResnet18, Training Dataset=CIFAR-100, Resolution=32x322021.03 | 0.824 | 0.854 | 0.811 | 0.813 | |
| Co-MixupBackbone=PreActResnet18, Training Dataset=CIFAR-100, Resolution=32x322021.03 | 0.816 | 0.786 | 0.895 | 0.742 | |
| PuzzleMixBackbone=PreActResnet18, Training Dataset=CIFAR-100, Resolution=32x322021.03 | 0.785 | 0.851 | 0.859 | 0.743 | |
| StyleMixBackbone=PreActResnet18, Training Dataset=CIFAR-100, Resolution=32x322021.03 | 0.78 | 0.752 | 0.843 | 0.71 | |
| CutMixBackbone=PreActResnet18, Training Dataset=CIFAR-100, Resolution=32x322021.03 | 0.757 | 0.79 | 0.84 | 0.709 | |
| ManifoldBackbone=PreActResnet18, Training Dataset=CIFAR-100, Resolution=32x322021.03 | 0.708 | 0.788 | 0.813 | 0.716 | |
| BaselineBackbone=PreActResnet18, Training Dataset=CIFAR-100, Resolution=32x322021.03 | 0.608 | 0.643 | 0.629 | 0.639 | |
| InputBackbone=PreActResnet18, Training Dataset=CIFAR-100, Resolution=32x322021.03 | 0.602 | 0.65 | 0.631 | 0.641 |