OOD Detection on MNIST vs KMNIST
99.95Epistemic AUROCGEM-FI
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| GEM-FI2026.05 | 99.95 | 99.94 | — | — | |
| GEM-MIX2026.05 | 99.93 | 99.93 | — | — | |
| LTSVenue=MVA252026.05 | 99.9 | 97.7 | — | — | |
| DAEDLVenue=ICML242026.05 | 99.88 | 99.85 | — | — | |
| CEDL+Venue=ESWA252026.05 | 99.82 | 99.8 | — | — | |
| GEM-CORE2026.05 | 99.62 | 99.93 | — | — | |
| Re-EDLVenue=TPAMI252026.05 | 98.7 | — | — | — | |
| R-EDLVenue=ICLR242026.05 | 98.2 | — | — | — | |
| I-EDLVenue=ICML232026.05 | 97.85 | 97.9 | — | — | |
| EDLVenue=NeurIPS182026.05 | 95.8 | 96.55 | — | — | |
| POSTNETVenue=NeurIPS202026.05 | 94.1 | 95.25 | — | — | |
| KL-PNVenue=NeurIPS182026.05 | 92.9 | 92.5 | — | — | |
| RKL-PNVenue=NeurIPS192026.05 | 53.2 | 60.2 | — | — | |
| DAEDL2026.05 | — | — | 98.92 | 98.86 | |
| DROPOUTVenue=ICML162026.05 | — | 93.5 | — | — | |
| EDL2026.05 | — | — | 97.02 | 96.31 | |
| F-EDL2026.05 | — | — | 99.02 | 96.71 | |
| GEDL2026.05 | — | — | 99.8 | 99.7 | |
| I-EDL2026.05 | — | — | 98.34 | 98.33 | |
| R-EDL2026.05 | — | — | 98.69 | 98.69 | |
| RED2026.05 | — | — | 98.71 | 97.24 |