Out-of-distribution detection on Tiny-ImageNet RESIZE (test)
76.2Detection AccuracyAlignMixup/AE
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| AlignMixup/AEBackbone=PreActResnet18, Training Dataset=CIFAR-100, Resolution=32x322021.03 | 76.2 | 84.8 | 87.2 | 82.3 | |
| SaliencyMixBackbone=PreActResnet18, Training Dataset=CIFAR-100, Resolution=32x322021.03 | 75.3 | 81.2 | 83.8 | 79.5 | |
| AlignMixupBackbone=PreActResnet18, Training Dataset=CIFAR-100, Resolution=32x322021.03 | 74.7 | 82.6 | 86.1 | 80.9 | |
| PuzzleMixBackbone=PreActResnet18, Training Dataset=CIFAR-100, Resolution=32x322021.03 | 73.9 | 77.3 | 80.6 | 71.9 | |
| StyleCutMixBackbone=PreActResnet18, Training Dataset=CIFAR-100, Resolution=32x322021.03 | 73.8 | 80.9 | 83.1 | 76.3 | |
| StyleMixBackbone=PreActResnet18, Training Dataset=CIFAR-100, Resolution=32x322021.03 | 72.9 | 79.5 | 78.2 | 74.6 | |
| CutMixBackbone=PreActResnet18, Training Dataset=CIFAR-100, Resolution=32x322021.03 | 69.1 | 79.4 | 79.8 | 73.3 | |
| Co-MixupBackbone=PreActResnet18, Training Dataset=CIFAR-100, Resolution=32x322021.03 | 68.1 | 78.9 | 82.5 | 74.2 | |
| BaselineBackbone=PreActResnet18, Training Dataset=CIFAR-100, Resolution=32x322021.03 | 65.1 | 70.6 | 73.1 | 67.1 | |
| ManifoldBackbone=PreActResnet18, Training Dataset=CIFAR-100, Resolution=32x322021.03 | 62.5 | 77.8 | 76.8 | 72.2 | |
| InputBackbone=PreActResnet18, Training Dataset=CIFAR-100, Resolution=32x322021.03 | 59.6 | 63.8 | 63 | 63.4 |