Out-of-Distribution Detection on CIFAR-100 (AUROC vs Specific OOD Targets)
99.3AUROC (iSUN)OECC + pNML
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| OECC + pNMLBackbone=ResNet-34, Base Method=OECC, pNML enhancement=true2021.10 | 99.3 | 99.6 | 97.8 | 98.9 | 98.1 | 100 | 100 | 97.6 | |
| Gram + pNMLBackbone=ResNet-34, Base Method=Gram, pNML enhancement=true2021.10 | 99.1 | 99.4 | 94.6 | 99.2 | 98.4 | 100 | 100 | 97.9 | |
| OECCBackbone=ResNet-34, Base Method=OECC, pNML enhancement=false2021.10 | 99 | 99.3 | 95.7 | 98.7 | 97.9 | 100 | 100 | 97 | |
| GramBackbone=ResNet-34, Base Method=Gram, pNML enhancement=false2021.10 | 98.8 | 99.2 | 92.2 | 98.9 | 97.7 | 100 | 100 | 96 | |
| ODIN + pNMLBackbone=ResNet-34, Base Method=ODIN, pNML enhancement=true2021.10 | 87.6 | 88 | 88.1 | 88.5 | 88.6 | 99.4 | 95.7 | 95.4 | |
| ODINBackbone=ResNet-34, Base Method=ODIN, pNML enhancement=false2021.10 | 85.6 | 85.4 | 82.6 | 87.7 | 85.6 | 99 | 83.8 | 94 | |
| Baseline + pNMLBackbone=ResNet-34, Base Method=Baseline, pNML enhancement=true2021.10 | 83 | 83.8 | 83.1 | 84.4 | 85.8 | 98.1 | 86.5 | 90.9 | |
| BaselineBackbone=ResNet-34, Base Method=Baseline, pNML enhancement=false2021.10 | 75.7 | 75.6 | 75.5 | 77.1 | 79.6 | 85.2 | 45 | 79.3 |