Out-of-Distribution Detection on CIFAR-100 SCOOD framework (test)
60.37FPR95PSA
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| PSABackbone=ResNet-18, Scoring Function=MSP2025.12 | 60.37 | 84.53 | 85.43 | 80.2 | 9.52 | 17.88 | 32.41 | 54.45 | |
| UDGBackbone=ResNet-18, Scoring Function=MSP2025.12 | 75.45 | 79.63 | 80.69 | 74.1 | 3.85 | 8.66 | 20.57 | 44.47 | |
| ET-OOD (MSP)Backbone=ResNet-18, Scoring Function=MSP, reimplemented=true2025.12 | 76.9 | 81.96 | 83.54 | 75.63 | 8.36 | 18.87 | 32.71 | 51.65 | |
| ReActBackbone=ResNet-182025.12 | 77.95 | 79.8 | 80.58 | 74.12 | 1.21 | 6.9 | 23.51 | 51.24 | |
| OEBackbone=ResNet-182025.12 | 80.06 | 78.46 | 80.22 | 71.83 | 2.74 | 8.37 | 22.18 | 46.75 | |
| EBOBackbone=ResNet-182025.12 | 81.66 | 79.31 | 80.54 | 72.82 | 2.43 | 7.26 | 21.41 | 49.39 | |
| ODINBackbone=ResNet-182025.12 | 81.89 | 77.98 | 78.54 | 72.56 | 1.84 | 5.65 | 17.77 | 46.73 | |
| LogitNormBackbone=ResNet-182025.12 | 82.58 | 76.47 | 77.39 | 70.24 | 1.93 | 4.89 | 15.57 | 44.97 | |
| MCDBackbone=ResNet-182025.12 | 85.14 | 74.82 | 75.93 | 69.14 | 1.06 | 4.6 | 16.73 | 41.83 |