OOD Detection on CIFAR-10 vs SVHN (Uncertainty Metrics)
94.75Aleatoric AUROCGEM-CORE
Evaluation results
| Method | Links | ||
|---|---|---|---|
| GEM-CORE2026.05 | 94.75 | 94.36 | |
| GEM-FI2026.05 | 93.65 | 95.09 | |
| GEM-MIX2026.05 | 93.05 | 81.29 | |
| CEDL+Venue=ESWA252026.05 | 92.5 | 92.55 | |
| Re-EDLVenue=TPAMI252026.05 | 89.72 | 92.19 | |
| DAEDLVenue=ICML242026.05 | 89.24 | 89.3 | |
| I-EDLVenue=ICML232026.05 | 86.79 | 86.4 | |
| R-EDLVenue=ICLR242026.05 | 86.78 | 86.78 | |
| EDLVenue=NeurIPS182026.05 | 81.06 | 81.5 | |
| POSTNETVenue=NeurIPS202026.05 | 79.75 | 77.2 | |
| LTSVenue=MVA252026.05 | 78.1 | 92 | |
| RKL-PNVenue=NeurIPS192026.05 | 53.1 | 48.9 | |
| DROPOUTVenue=ICML162026.05 | 50.82 | — | |
| KL-PNVenue=NeurIPS182026.05 | 43.5 | 42.8 |