Out-of-distribution detection on LSUN RESIZE (test)
77Detection AccuracyAlignMixup/AE
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| AlignMixup/AEBackbone=PreActResnet18, Training Dataset=CIFAR-100, Resolution=32x322021.03 | 77 | 85.8 | 87.9 | 83.7 | |
| AlignMixupBackbone=PreActResnet18, Training Dataset=CIFAR-100, Resolution=32x322021.03 | 76.1 | 84.3 | 87.1 | 85.8 | |
| SaliencyMixBackbone=PreActResnet18, Training Dataset=CIFAR-100, Resolution=32x322021.03 | 75.8 | 79.7 | 82.2 | 84.4 | |
| PuzzleMixBackbone=PreActResnet18, Training Dataset=CIFAR-100, Resolution=32x322021.03 | 74.9 | 79.9 | 84 | 77.5 | |
| StyleCutMixBackbone=PreActResnet18, Training Dataset=CIFAR-100, Resolution=32x322021.03 | 74.3 | 83.1 | 86.9 | 78.9 | |
| Co-MixupBackbone=PreActResnet18, Training Dataset=CIFAR-100, Resolution=32x322021.03 | 73.8 | 82.6 | 86.8 | 76.9 | |
| StyleMixBackbone=PreActResnet18, Training Dataset=CIFAR-100, Resolution=32x322021.03 | 73 | 74.6 | 72.4 | 73.4 | |
| CutMixBackbone=PreActResnet18, Training Dataset=CIFAR-100, Resolution=32x322021.03 | 71.3 | 77.4 | 79.1 | 75.5 | |
| ManifoldBackbone=PreActResnet18, Training Dataset=CIFAR-100, Resolution=32x322021.03 | 67.8 | 78.9 | 76.3 | 71.3 | |
| BaselineBackbone=PreActResnet18, Training Dataset=CIFAR-100, Resolution=32x322021.03 | 67.6 | 73.3 | 76.6 | 68.9 | |
| InputBackbone=PreActResnet18, Training Dataset=CIFAR-100, Resolution=32x322021.03 | 61.5 | 66.5 | 66.4 | 65.8 |