Out-of-Distribution Detection on CIFAR-10 → SVHN
91.27AUPR (Aleatoric)GEM-FI
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| GEM-FI2026.05 | 91.27 | 92.59 | — | — | |
| GEM-CORE2026.05 | 89.87 | 87.8 | — | — | |
| CEDL+Venue=ESWA252026.05 | 89.3 | 89.16 | — | — | |
| GEM-MIX2026.05 | 88.8 | 90.6 | — | — | |
| Re-EDLVenue=TPAMI252026.05 | 87.84 | 89.89 | — | — | |
| I-EDLVenue=ICML232026.05 | 86.32 | 85.92 | — | — | |
| DAEDLVenue=ICML242026.05 | 85.5 | 85.54 | — | — | |
| R-EDLVenue=ICLR242026.05 | 85 | 85 | — | — | |
| POSTNETVenue=NeurIPS202026.05 | 80.21 | 77.71 | — | — | |
| EDLVenue=NeurIPS182026.05 | 78.87 | 79.32 | — | — | |
| LTSVenue=MVA252026.05 | 78.63 | 80.64 | — | — | |
| RKL-PNVenue=NeurIPS192026.05 | 53.61 | 49.37 | — | — | |
| DROPOUTVenue=ICML162026.05 | 51.39 | — | — | — | |
| KL-PNVenue=NeurIPS182026.05 | 43.96 | 43.23 | — | — | |
| DUQ2026.05 | — | — | 80.23 | — | |
| EDL2026.05 | — | — | 78.87 | 79.12 | |
| GEDL2026.05 | — | — | 89.26 | 92.56 | |
| I-EDL2026.05 | — | — | 83.26 | 82.96 | |
| KL-PN2026.05 | — | — | 43.96 | 43.23 | |
| MC Dropout2026.05 | — | — | 51.39 | — | |
| PostN2026.05 | — | — | 80.21 | 77.71 | |
| R-EDL2026.05 | — | — | 85 | 85 | |
| RKL-PN2026.05 | — | — | 53.61 | 49.37 |