Misclassification Detection on GL V2
87AUCCUPID Aleatoric
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| CUPID AleatoricBackbone=ResNet18, Uncertainty Estimation Type=Aleatoric2026.03 | 87 | 1.8 | 0.941 | — | — | |
| BNNBackbone=ResNet182026.03 | 82.9 | 2.5 | 0.954 | — | — | |
| Rate-inBackbone=ResNet182026.03 | 81.5 | 2.4 | 0.816 | — | — | |
| CUPID EpistemicBackbone=ResNet18, Uncertainty Estimation Type=Epistemic2026.03 | 76.9 | 3.4 | 0.701 | — | — | |
| MC DropoutBackbone=ResNet182026.03 | 76.8 | 2.7 | 0.888 | — | — | |
| PostNet AleatoricBackbone=ResNet18, Uncertainty Estimation Type=Aleatoric2026.03 | 67.1 | 18.2 | 0.641 | — | — | |
| IGRUEBackbone=ResNet182026.03 | 64.2 | 5.8 | 0.199 | — | — | |
| PostNet EpistemicBackbone=ResNet18, Uncertainty Estimation Type=Epistemic2026.03 | 55.9 | 23.8 | 0.284 | — | — | |
| DECBackbone=ResNet182026.03 | 50.3 | 19.2 | 0.803 | — | — | |
| BNN2026.03 | — | — | — | 0.747 | 0.05 | |
| CUPIDuncertainty_type=Aleatoric2026.03 | — | — | — | 0.84 | 0.042 | |
| CUPIDuncertainty_type=Epistemic2026.03 | — | — | — | 0.649 | 0.033 | |
| DEC2026.03 | — | — | — | -0.627 | 0.417 | |
| IGRUE2026.03 | — | — | — | 0.375 | 0.145 | |
| MC Dropout2026.03 | — | — | — | 0.682 | 0.052 | |
| PostNetuncertainty_type=Aleatoric2026.03 | — | — | — | 0.419 | 0.166 | |
| PostNetuncertainty_type=Epistemic2026.03 | — | — | — | 0.184 | 0.254 | |
| Rate-in2026.03 | — | — | — | 0.762 | 0.038 |