Out-of-distribution detection on CIFAR100 In-Distribution Mean OOD (test)
63.5FPR@95Clipped HNN
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| Clipped HNNScoring=Softmax scores, In-distribution dataset=CIFAR1002021.07 | 63.5 | 83.43 | 95.72 | |
| GCOS OOD + L_uncertaintyOutlier Synthesis=GCOS, Loss=L_uncertainty2026.03 | 67.25 | 80.84 | 99.47 | |
| Gaussian OOD + L_uncertaintyOutlier Synthesis=Gaussian, Loss=L_uncertainty2026.03 | 67.5 | 80.76 | 99.47 | |
| Vanilla HNNScore function=Energy score2021.07 | 67.99 | 83.17 | 95.7 | |
| GCOS OOD + L_regOutlier Synthesis=GCOS, Loss=L_reg2026.03 | 72.5 | 78.47 | 99.35 | |
| ENNScoring=Softmax scores, In-distribution dataset=CIFAR1002021.07 | 73.05 | 82.74 | 95.88 | |
| Clipped HNNsScore function=Energy score2021.07 | 73.11 | 82.75 | 95.9 | |
| ENNScore function=Energy score2021.07 | 76.62 | 77.37 | 93.69 |