Out-of-Distribution Detection on CIFAR-10 vs OOD Average (Mean) (test)
7.9FPR@95% TPROur AHGC
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| Our AHGCBackbone=ResNet-18, Optimizer=SGD2024.12 | 7.9 | 97.42 | 97.45 | 96.86 | 52.29 | 66.9 | 79.25 | 89.9 | |
| ConjNormBackbone=ResNet-18, Optimizer=SGD2024.12 | 31.95 | 92.89 | 91.54 | 91.72 | 14.84 | 38.07 | 62.67 | 84.58 | |
| UDGBackbone=ResNet-18, Optimizer=SGD2024.12 | 36.22 | 93.78 | 93.61 | 92.61 | 13.87 | 34.48 | 59.97 | 82.14 | |
| SconeBackbone=ResNet-18, Optimizer=SGD2024.12 | 38.27 | 93.24 | 91.64 | 91.04 | 16.01 | 35.8 | 62.98 | 84.27 | |
| EBOBackbone=ResNet-18, Optimizer=SGD2024.12 | 50.03 | 83.83 | 77.15 | 85.11 | 0.49 | 1.93 | 9.12 | 46.48 | |
| OEBackbone=ResNet-18, Optimizer=SGD2024.12 | 50.53 | 88.93 | 87.55 | 87.83 | 13.41 | 20.25 | 33.91 | 68.2 | |
| ODINBackbone=ResNet-18, Optimizer=SGD2024.12 | 52 | 82 | 73.13 | 85.12 | 0.36 | 1.29 | 6.92 | 39.37 | |
| MCDBackbone=ResNet-18, Optimizer=SGD2024.12 | 73.02 | 83.89 | 83.39 | 80.53 | 5.41 | 12.3 | 28.02 | 62.02 |