Out-of-Distribution Detection on MNIST vs FMNIST (Uncertainty Metrics)
99.99AUPR (Epistemic)GEM-FI
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| GEM-FI2026.05 | 99.99 | 99.99 | |
| GEM-CORE2026.05 | 99.97 | 99.99 | |
| GEM-MIX2026.05 | 99.96 | 99.99 | |
| DAEDLVenue=ICML242026.05 | 99.87 | 99.83 | |
| LTSVenue=MVA252026.05 | 99.8 | 99.65 | |
| Re-EDLVenue=TPAMI252026.05 | 99.65 | — | |
| R-EDLVenue=ICLR242026.05 | 99.29 | — | |
| I-EDLVenue=ICML232026.05 | 98.86 | 98.86 | |
| KL-PNVenue=NeurIPS182026.05 | 98.16 | 98.14 | |
| CEDL+Venue=ESWA252026.05 | 98.1 | 98.17 | |
| EDLVenue=NeurIPS182026.05 | 97.84 | 98.1 | |
| POSTNETVenue=NeurIPS202026.05 | 97.24 | 97.72 | |
| RKL-PNVenue=NeurIPS192026.05 | 72.18 | 78.45 | |
| DROPOUTVenue=ICML162026.05 | — | 96.56 |