Out-of-Distribution Detection on CIFAR-10 (AUROC vs iSUN, LSUN, ImageNet, Uniform, Gaussian, SVHN)
100AUROC (iSUN)Gram + pNML
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| Gram + pNMLBackbone=ResNet-34, Base Method=Gram, pNML enhancement=true2021.10 | 100 | 100 | 99.1 | 99.9 | 99.7 | 100 | 100 | 99.8 | |
| OECCBackbone=ResNet-34, Base Method=OECC, pNML enhancement=false2021.10 | 99.9 | 100 | 99.1 | 99.9 | 99.7 | 100 | 100 | 99.8 | |
| OECC + pNMLBackbone=ResNet-34, Base Method=OECC, pNML enhancement=true2021.10 | 99.9 | 99.9 | 99.5 | 99.9 | 99.8 | 100 | 100 | 99.8 | |
| GramBackbone=ResNet-34, Base Method=Gram, pNML enhancement=false2021.10 | 99.8 | 99.9 | 97.9 | 99.7 | 99.3 | 100 | 100 | 99.5 | |
| ODIN + pNMLBackbone=ResNet-34, Base Method=ODIN, pNML enhancement=true2021.10 | 97.5 | 97.7 | 95.6 | 96.6 | 96.2 | 100 | 100 | 97.9 | |
| Baseline + pNMLBackbone=ResNet-34, Base Method=Baseline, pNML enhancement=true2021.10 | 96.4 | 96.6 | 95.4 | 95.4 | 95.4 | 99.8 | 100 | 95.1 | |
| ODINBackbone=ResNet-34, Base Method=ODIN, pNML enhancement=false2021.10 | 94 | 94.1 | 93.6 | 93.9 | 93.3 | 99.9 | 100 | 95.8 | |
| BaselineBackbone=ResNet-34, Base Method=Baseline, pNML enhancement=false2021.10 | 91 | 91.1 | 91.8 | 91 | 91.4 | 96.1 | 97.5 | 89.9 |