Out-of-distribution detection on Uniform Noise (test)
100AuROCKL
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| KLModel Type=Compressed, Detection Strategy=KL Divergence2026.05 | 100 | — | — | — | — | — | |
| Combined (KL|Ent)Model Type=Compressed, Detection Strategy=Parallel OR (KL & Entropy)2026.05 | 100 | — | — | — | — | — | |
| ProoDdelta=42021.06 | 99.8 | — | — | — | 79.7 | 95.2 | |
| ProoD-Discvariant=Discriminative2021.06 | 99.7 | — | — | — | 99.2 | 99.3 | |
| OE2021.06 | 99.6 | — | — | — | 0 | 84.6 | |
| Plain2021.06 | 99.3 | — | — | — | 0 | 74.9 | |
| AlignMixup/AEBackbone=PreActResnet18, Training Dataset=CIFAR-100, Resolution=32x322021.03 | 90.6 | 88 | 94 | 80.8 | — | — | |
| AlignMixupBackbone=PreActResnet18, Training Dataset=CIFAR-100, Resolution=32x322021.03 | 89.1 | 86.9 | 93.6 | 77.7 | — | — | |
| Baseline MSPModel Type=Baseline, Detection Strategy=Maximum Softmax Probability2026.05 | 88.4 | — | — | — | — | — | |
| Co-MixupBackbone=PreActResnet18, Training Dataset=CIFAR-100, Resolution=32x322021.03 | 87.6 | 80.4 | 87.4 | 75.2 | — | — | |
| SaliencyMixBackbone=PreActResnet18, Training Dataset=CIFAR-100, Resolution=32x322021.03 | 87.4 | 83.1 | 89.1 | 76.6 | — | — | |
| PuzzleMixBackbone=PreActResnet18, Training Dataset=CIFAR-100, Resolution=32x322021.03 | 85.2 | 78.6 | 86 | 74.4 | — | — | |
| StyleCutMixBackbone=PreActResnet18, Training Dataset=CIFAR-100, Resolution=32x322021.03 | 83.2 | 84.5 | 88.6 | 78.3 | — | — | |
| CutMixBackbone=PreActResnet18, Training Dataset=CIFAR-100, Resolution=32x322021.03 | 80 | 74.8 | 84.9 | 72.4 | — | — | |
| ManifoldBackbone=PreActResnet18, Training Dataset=CIFAR-100, Resolution=32x322021.03 | 75.9 | 69.8 | 83.2 | 71.9 | — | — | |
| BaselineBackbone=PreActResnet18, Training Dataset=CIFAR-100, Resolution=32x322021.03 | 75.3 | 58.3 | 75 | 69 | — | — | |
| StyleMixBackbone=PreActResnet18, Training Dataset=CIFAR-100, Resolution=32x322021.03 | 71.8 | 75.3 | 77.8 | 65.5 | — | — | |
| InputBackbone=PreActResnet18, Training Dataset=CIFAR-100, Resolution=32x322021.03 | 67.9 | 50 | 71.8 | 71.7 | — | — | |
| EntropyModel Type=Compressed, Detection Strategy=Entropy2026.05 | 51.3 | — | — | — | — | — | |
| Compressed MSPModel Type=Compressed, Detection Strategy=Maximum Softmax Probability2026.05 | 50.7 | — | — | — | — | — |