OOD Detection on ImageNet-100
31.13Avg FPR95NPOS
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| NPOSBackbone=ResNet-1012023.03 | 31.13 | 19.49 | 96.43 | 56.17 | 88.47 | 44.91 | 91.62 | 3.97 | 99.18 | 93.93 | |
| SSD+Backbone=ResNet-502026.05 | 34.38 | — | — | — | — | — | — | — | — | 91.52 | |
| PALMBackbone=ResNet-502026.05 | 41.22 | — | — | — | — | — | — | — | — | 91.95 | |
| CIDERBackbone=ResNet-502026.05 | 42.81 | — | — | — | — | — | — | — | — | 91.39 | |
| KNN+Backbone=ResNet-502026.05 | 44.41 | — | — | — | — | — | — | — | — | 90.26 | |
| DPLBackbone=ResNet-502026.05 | 48.25 | — | — | — | — | — | — | — | — | 89.25 | |
| KNNBackbone=ResNet-1012023.03 | 50.09 | 56.96 | 86.98 | 64.54 | 83.68 | 63.04 | 85.37 | 15.83 | 96.24 | 88.07 | |
| EIHFBackbone=ResNet-502026.05 | 52.03 | — | — | — | — | — | — | — | — | 89.23 | |
| GradNormBackbone=ResNet-1012023.03 | 56.33 | 50.82 | 84.86 | 68.27 | 74.46 | 65.77 | 77.11 | 40.48 | 88.17 | 81.15 | |
| VOSBackbone=ResNet-1012023.03 | 56.99 | 54.68 | 89.74 | 63.71 | 88.97 | 41.67 | 91.54 | 67.92 | 84.34 | 88.65 | |
| ODINBackbone=ResNet-1012023.03 | 59.67 | 53 | 89.52 | 70.4 | 82.77 | 66.9 | 85.01 | 48.4 | 89.19 | 86.62 | |
| ViMBackbone=ResNet-1012023.03 | 61.15 | 72.4 | 84.88 | 76.2 | 81.54 | 73.8 | 83.99 | 22.2 | 95.63 | 86.51 | |
| EnergyBackbone=ResNet-1012023.03 | 70.05 | 72.6 | 85.31 | 69.8 | 83.15 | 74.4 | 83.96 | 63.4 | 84.8 | 84.31 | |
| MSPBackbone=ResNet-1012023.03 | 79.05 | 76.3 | 82.2 | 81.9 | 77.54 | 78.2 | 80.35 | 75.3 | 80.01 | 79.52 |