Out-of-Distribution Detection on CIFAR-10 SCOOD (test)
13.06FPR@95PSA
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| PSABackbone=ResNet-18, Scoring Function=MSP2025.12 | 13.06 | 97.52 | 97.47 | 96.95 | 36.7 | 61.67 | 79.33 | 90.6 | |
| ET-OOD (MSP)Backbone=ResNet-18, Scoring Function=MSP, reimplemented=true2025.12 | 22.79 | 96.27 | 96.26 | 95.53 | 37.41 | 56.59 | 73.35 | 87.42 | |
| UDGBackbone=ResNet-18, Scoring Function=MSP2025.12 | 36.22 | 93.78 | 93.61 | 92.61 | 13.87 | 34.48 | 59.97 | 82.14 | |
| LogitNormBackbone=ResNet-182025.12 | 46.57 | 92.05 | 91.97 | 89.71 | 7.78 | 21.53 | 46.71 | 80.53 | |
| EBOBackbone=ResNet-182025.12 | 50.03 | 83.83 | 77.15 | 85.11 | 0.49 | 1.93 | 9.12 | 46.48 | |
| OEBackbone=ResNet-182025.12 | 50.53 | 88.93 | 87.55 | 87.83 | 13.41 | 20.25 | 33.91 | 68.2 | |
| ODINBackbone=ResNet-182025.12 | 52 | 82 | 73.13 | 85.12 | 0.36 | 1.29 | 6.92 | 39.37 | |
| ReActBackbone=ResNet-182025.12 | 56.46 | 90.12 | 88.31 | 88.3 | 0.42 | 3.3 | 31.38 | 78.04 | |
| MCDBackbone=ResNet-182025.12 | 73.02 | 83.89 | 83.39 | 80.53 | 5.41 | 12.3 | 28.02 | 62.02 |