Out-of-Distribution Detection on SVHN (AUROC Metrics)
100AUROC (iSUN)OECC
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| OECCBackbone=ResNet-34, Base Method=OECC, pNML enhancement=false2021.10 | 100 | 100 | 99.7 | 100 | 99.9 | 100 | 100 | 99.4 | 99.4 | |
| OECC + pNMLBackbone=ResNet-34, Base Method=OECC, pNML enhancement=true2021.10 | 100 | 100 | 99.9 | 100 | 100 | 100 | 100 | 99.8 | 99.8 | |
| Gram + pNMLBackbone=ResNet-34, Base Method=Gram, pNML enhancement=true2021.10 | 99.9 | 100 | 99.6 | 99.9 | 99.9 | 100 | 100 | 99.3 | 99.2 | |
| GramBackbone=ResNet-34, Base Method=Gram, pNML enhancement=false2021.10 | 99.8 | 99.8 | 98.8 | 99.8 | 99.5 | 100 | 100 | 97.4 | 97.5 | |
| ODIN + pNMLBackbone=ResNet-34, Base Method=ODIN, pNML enhancement=true2021.10 | 98 | 97.7 | 97.1 | 98.3 | 98.2 | 99.5 | 99.6 | 98 | 97.8 | |
| Baseline + pNMLBackbone=ResNet-34, Base Method=Baseline, pNML enhancement=true2021.10 | 97.1 | 96.7 | 97 | 97.5 | 97.5 | 98.5 | 98.4 | 97.4 | 97.1 | |
| BaselineBackbone=ResNet-34, Base Method=Baseline, pNML enhancement=false2021.10 | 92.2 | 91.5 | 92.8 | 93.5 | 94.2 | 96 | 96.1 | 93 | 92.5 | |
| ODINBackbone=ResNet-34, Base Method=ODIN, pNML enhancement=false2021.10 | 91.4 | 90.6 | 92.3 | 92.8 | 93.7 | 95.5 | 96.1 | 92 | 91.7 |