OOD Detection on MNIST (ID) vs FMNIST (OOD)
99.99Epistemic AUROCGEM-FI
Evaluation results
| Method | Links | ||
|---|---|---|---|
| GEM-FI2026.05 | 99.99 | 99.99 | |
| GEM-MIX2026.05 | 99.98 | 99.99 | |
| DAEDLVenue=ICML242026.05 | 99.83 | 99.8 | |
| GEM-CORE2026.05 | 99.77 | 99.99 | |
| LTSVenue=MVA252026.05 | 99.7 | 99.5 | |
| Re-EDLVenue=TPAMI252026.05 | 99.55 | — | |
| R-EDLVenue=ICLR242026.05 | 99 | — | |
| CEDL+Venue=ESWA252026.05 | 98.68 | 98.7 | |
| I-EDLVenue=ICML232026.05 | 98.5 | 98.5 | |
| KL-PNVenue=NeurIPS182026.05 | 97.85 | 97.8 | |
| EDLVenue=NeurIPS182026.05 | 97.5 | 97.75 | |
| POSTNETVenue=NeurIPS202026.05 | 96.9 | 97.4 | |
| RKL-PNVenue=NeurIPS192026.05 | 71.7 | 77.9 | |
| DROPOUTVenue=ICML162026.05 | — | 96.1 |