Out-of-Distribution Detection on CIFAR100 (ID) vs ISUN (OOD) (test)
68.37FPR@95%TPRClipped HNN
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| Clipped HNNScoring=Softmax scores, In-distribution dataset=CIFAR1002021.07 | 68.37 | 81.31 | 94.96 | |
| Vanilla HNNScore function=Energy score2021.07 | 68.75 | 81.33 | 94.93 | |
| ENNScoring=Softmax scores, In-distribution dataset=CIFAR1002021.07 | 74.07 | 82.51 | 95.83 | |
| Clipped HNNsScore function=Energy score2021.07 | 74.49 | 82.45 | 95.84 | |
| ENNScore function=Energy score2021.07 | 81.73 | 70.38 | 90.76 |