OOD Detection on CIFAR-100-C
43FPR95 (Contrast)D-KNN
Evaluation results
| Method | Links | ||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| D-KNN2026.02 | 43 | 86.7 | 58.1 | 83.5 | 24 | 94.9 | 58 | 84.9 | 30 | 93.3 | 29.4 | 93.2 | 68.6 | 77.6 | 44.5 | 87.7 | |
| KNN2026.02 | 47 | 84.9 | 58.2 | 82.6 | 31.5 | 93.4 | 60 | 83.5 | 36.4 | 91.8 | 32.6 | 92.2 | 68.5 | 76.6 | 47.7 | 86.4 | |
| Mahalanobis2026.02 | 59.6 | 84.1 | 70.4 | 80.5 | 43.9 | 91.1 | 66.9 | 82.6 | 52.5 | 87.7 | 52.4 | 86.9 | 75.2 | 76.1 | 60.1 | 84.1 | |
| ViM2026.02 | 74.6 | 69.2 | 87.4 | 63.5 | 53.8 | 84.2 | 89.4 | 60.7 | 53.9 | 83.2 | 56.8 | 81.8 | 92 | 59.2 | 72.6 | 71.7 | |
| MSP2026.02 | 87.3 | 70.7 | 86.1 | 69.5 | 81.8 | 79.7 | 85 | 72.6 | 82.7 | 78.6 | 81.7 | 78.3 | 85.7 | 68.7 | 84.3 | 74 | |
| Neco2026.02 | 90 | 71.5 | 84.3 | 72.7 | 79.5 | 79.3 | 85 | 72.6 | 78.5 | 79.7 | 76.7 | 80.5 | 85.3 | 71.5 | 82.7 | 75.4 | |
| MaxLogit2026.02 | 90.1 | 71.2 | 84.9 | 72.3 | 81.7 | 78.6 | 85.5 | 72.1 | 80.4 | 78.9 | 79 | 79.6 | 85.5 | 71.1 | 83.9 | 74.8 | |
| Energy2026.02 | 91.4 | 70.8 | 85.1 | 72.2 | 81.9 | 77.9 | 86.2 | 71.7 | 79.9 | 78.5 | 78.6 | 79.2 | 85.8 | 71 | 84.1 | 74.5 | |
| ReAct2026.02 | 91.4 | 71.9 | 84.9 | 73.9 | 82.4 | 78.9 | 86.3 | 72.1 | 79.9 | 79.4 | 78.7 | 80.1 | 85.8 | 71.9 | 84.2 | 75.5 |