Out-of-Distribution Detection on CIFAR-100-C
86.92AUROCEnsemble
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| EnsembleOptimizer=CSAM, Backbone=ResNet-18, Ensemble Size=52025.05 | 86.92 | — | — | |
| EnsembleOptimizer=SAM, Backbone=ResNet-18, Ensemble Size=52025.05 | 86.84 | — | — | |
| EnsembleOptimizer=SGD, Backbone=ResNet-18, Ensemble Size=52025.05 | 85.81 | — | — | |
| VanillaOptimizer=CSAM, Backbone=ResNet-182025.05 | 84.87 | — | — | |
| VanillaOptimizer=SAM, Backbone=ResNet-182025.05 | 84.83 | — | — | |
| VanillaOptimizer=SGD, Backbone=ResNet-182025.05 | 83.26 | — | — | |
| MC-DropoutOptimizer=SGD, Backbone=ResNet-18, Ensemble Size=52025.05 | 82.11 | — | — | |
| MC-DropoutOptimizer=SAM, Backbone=ResNet-18, Ensemble Size=52025.05 | 80.96 | — | — | |
| MC-DropoutOptimizer=CSAM, Backbone=ResNet-18, Ensemble Size=52025.05 | 80.7 | — | — | |
| CCUdleverage auxiliary datasets=true2026.01 | 79.2 | 63.27 | 78.16 | |
| OTISleverage auxiliary datasets=false2026.01 | 72.72 | 59.22 | 73.82 | |
| Baseleverage auxiliary datasets=false2026.01 | 68.92 | 65.61 | 84.06 | |
| VOSleverage auxiliary datasets=false2026.01 | 67.67 | 70.9 | 84.72 | |
| CODESleverage auxiliary datasets=false2026.01 | 67.04 | 74.96 | 85.8 | |
| OEleverage auxiliary datasets=true2026.01 | 66.16 | 71.18 | 85.2 | |
| CCUsleverage auxiliary datasets=false2026.01 | 65.94 | 66.19 | 79.78 | |
| ACETleverage auxiliary datasets=false2026.01 | 65.62 | 71.8 | 87.4 | |
| CEDAleverage auxiliary datasets=false2026.01 | 63.17 | 69.85 | 89.3 |