Out-of-Distribution Detection on CIFAR-10-C
76.63AUROCOTIS
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| OTISleverage auxiliary datasets=false2026.01 | 76.63 | 70.78 | 66.16 | |
| CCUdleverage auxiliary datasets=true2026.01 | 73.99 | 83.82 | 68.79 | |
| CEDAleverage auxiliary datasets=false2026.01 | 70.66 | 86.81 | 80.92 | |
| Baseleverage auxiliary datasets=false2026.01 | 70.43 | 93.21 | 83.3 | |
| OEleverage auxiliary datasets=true2026.01 | 70.15 | 87.75 | 79.86 | |
| CODESleverage auxiliary datasets=false2026.01 | 68 | 84.44 | 84.8 | |
| ACETleverage auxiliary datasets=false2026.01 | 66.16 | 90.81 | 85 | |
| CCUsleverage auxiliary datasets=false2026.01 | 66.16 | 85.42 | 80.96 | |
| VOSleverage auxiliary datasets=false2026.01 | 66.07 | 90.89 | 82.38 | |
| EnsembleOptimizer=CSAM, Backbone=ResNet-18, Ensemble Size=52025.05 | 64.17 | — | — | |
| EnsembleOptimizer=SAM, Backbone=ResNet-18, Ensemble Size=52025.05 | 64.03 | — | — | |
| VanillaOptimizer=CSAM, Backbone=ResNet-182025.05 | 63.49 | — | — | |
| EnsembleOptimizer=SGD, Backbone=ResNet-18, Ensemble Size=52025.05 | 63.39 | — | — | |
| VanillaOptimizer=SAM, Backbone=ResNet-182025.05 | 63.32 | — | — | |
| VanillaOptimizer=SGD, Backbone=ResNet-182025.05 | 62.26 | — | — | |
| MC-DropoutOptimizer=SGD, Backbone=ResNet-18, Ensemble Size=52025.05 | 57.09 | — | — | |
| MC-DropoutOptimizer=SAM, Backbone=ResNet-18, Ensemble Size=52025.05 | 56.11 | — | — | |
| MC-DropoutOptimizer=CSAM, Backbone=ResNet-18, Ensemble Size=52025.05 | 56.05 | — | — |