Out-of-Distribution Detection on CIFAR10 vs SVHN
99.5AUROCFSSD
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| FSSDArchitecture=ResNet342020.11 | 99.5 | 99.5 | 0.4 | |
| MahaArchitecture=ResNet342020.11 | 99.1 | 98.1 | 0.3 | |
| ODINArchitecture=ResNet342020.11 | 96.7 | 92.5 | 4.7 | |
| MCDArchitecture=ResNet342020.11 | 96.7 | 93.9 | 2.4 | |
| DEArchitecture=ResNet342020.11 | 93.7 | 90.6 | 3.7 | |
| OEArchitecture=ResNet342020.11 | 90.4 | 89.8 | 12.5 | |
| BaseArchitecture=ResNet342020.11 | 89.9 | 85.4 | 10.1 | |
| ETNevaluation_mode=DE2026.04 | 88.79 | — | — | |
| ETNevaluation_mode=MP2026.04 | 88.6 | — | — | |
| ETNevaluation_mode=MI2026.04 | 88.4 | — | — | |
| EBM-BB2021.11 | 88 | 86 | 19.97 | |
| DeepEnsevaluation_mode=MP2026.04 | 87.43 | — | — | |
| DMMevaluation_mode=MP2026.04 | 85.68 | — | — | |
| DMMevaluation_mode=DE2026.04 | 84.99 | — | — | |
| LAevaluation_mode=MP2026.04 | 84.22 | — | — | |
| LAevaluation_mode=MI2026.04 | 83.46 | — | — | |
| MAP_EDLevaluation_mode=DE2026.04 | 81.93 | — | — | |
| MAP_EDLevaluation_mode=MP2026.04 | 81.61 | — | — | |
| MAP_EDLevaluation_mode=MI2026.04 | 81.58 | — | — | |
| DMMevaluation_mode=MI2026.04 | 80.2 | — | — | |
| WGAN-0GP2021.11 | 80 | 83 | 39 | |
| MEG2021.11 | 79 | 81 | 42 | |
| MCDevaluation_mode=MI2026.04 | 78.56 | — | — | |
| IB-EDLevaluation_mode=MP2026.04 | 78.22 | — | — | |
| IB-EDLevaluation_mode=DE2026.04 | 77.64 | — | — | |
| IB-EDLevaluation_mode=MI2026.04 | 76.72 | — | — | |
| MAP_CEevaluation_mode=MP2026.04 | 73.26 | — | — | |
| MCDevaluation_mode=MP2026.04 | 73.26 | — | — | |
| EBM-0GP2021.11 | 66 | 69 | 67 | |
| VERA2021.11 | 62 | 64 | 64 | |
| DeepEnsevaluation_mode=MI2026.04 | 49.19 | — | — |