Out-of-Distribution Detection on CIFAR-10 vs CIFAR-100 (Uncertainty Decomposition)
90.3AUPR (Aleatoric)GEM-FI
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| GEM-FI2026.05 | 90.3 | 90.2 | — | — | |
| GEM-CORE2026.05 | 89.35 | 84 | — | — | |
| DAEDLVenue=ICML242026.05 | 88.16 | 88.19 | — | — | |
| R-EDLVenue=ICLR242026.05 | 87.72 | 87.73 | — | — | |
| Re-EDLVenue=TPAMI252026.05 | 87.57 | 88.3 | — | — | |
| I-EDLVenue=ICML232026.05 | 85.55 | 84.84 | — | — | |
| GEM-MIX2026.05 | 84.98 | 84.46 | — | — | |
| EDLVenue=NeurIPS182026.05 | 84.3 | 84.8 | — | — | |
| POSTNETVenue=NeurIPS202026.05 | 81.96 | 82.06 | — | — | |
| CEDL+Venue=ESWA252026.05 | 79.57 | 77.16 | — | — | |
| LTSVenue=MVA252026.05 | 71.23 | 85.33 | — | — | |
| KL-PNVenue=NeurIPS182026.05 | 61.41 | 61.53 | — | — | |
| RKL-PNVenue=NeurIPS192026.05 | 55.42 | 54.74 | — | — | |
| DROPOUTVenue=ICML162026.05 | 45.57 | — | — | — | |
| DUQ2026.05 | — | — | 84.75 | — | |
| EDL2026.05 | — | — | 84.3 | 84.18 | |
| GEDL2026.05 | — | — | 88.27 | 85.42 | |
| I-EDL2026.05 | — | — | 85.35 | 84.84 | |
| KL-PN2026.05 | — | — | 61.41 | 61.53 | |
| MC Dropout2026.05 | — | — | 45.57 | — | |
| PostN2026.05 | — | — | 81.96 | 82.06 | |
| R-EDL2026.05 | — | — | 87.72 | 87.73 | |
| RKL-PN2026.05 | — | — | 55.42 | 54.74 |