OOD Detection on CIFAR-10 vs CIFAR-100 (Aleatoric & Epistemic AUROC)
88.06Aleatoric AUROCGEM-FI
Evaluation results
| Method | Links | ||
|---|---|---|---|
| GEM-FI2026.05 | 88.06 | 89.06 | |
| GEM-CORE2026.05 | 87.3 | 83.63 | |
| Re-EDLVenue=TPAMI252026.05 | 86.67 | 86.65 | |
| DAEDLVenue=ICML242026.05 | 86.04 | 86.1 | |
| R-EDLVenue=ICLR242026.05 | 85.8 | 85.85 | |
| GEM-MIX2026.05 | 83.97 | 74.6 | |
| I-EDLVenue=ICML232026.05 | 82.15 | 81.9 | |
| POSTNETVenue=NeurIPS202026.05 | 81.5 | 81.6 | |
| EDLVenue=NeurIPS182026.05 | 80.63 | 80.9 | |
| CEDL+Venue=ESWA252026.05 | 78.9 | 76.5 | |
| LTSVenue=MVA252026.05 | 70.7 | 84.8 | |
| KL-PNVenue=NeurIPS182026.05 | 60.85 | 61 | |
| RKL-PNVenue=NeurIPS192026.05 | 54.9 | 54.2 | |
| DROPOUTVenue=ICML162026.05 | 44.9 | — |