OOD Detection on CIFAR-10 (test) vs SVHN, CIFAR-100, LSUN
99.9OOD Score (SVHN)SSD+
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| SSD+2023.02 | 99.9 | 93.4 | 98.4 | 97.2 | |
| MOOD2023.02 | 99.8 | 99.4 | 99.9 | 99.7 | |
| Gram Matrix2023.02 | 99.5 | 79 | — | 89.3 | |
| Mahalanobis2023.02 | 99.4 | 90.5 | — | 95 | |
| Residual Flows2023.02 | 99.1 | 89.4 | — | 94.3 | |
| Rotation loss2023.02 | 98.9 | 90.9 | — | 94.9 | |
| Outlier exposure2023.02 | 98.4 | 93.3 | — | 95.9 | |
| CSI2023.02 | 97.9 | 92.2 | 97.7 | 95.9 | |
| Contrastive loss2023.02 | 97.3 | 88.6 | 92.8 | 92.9 | |
| ODIN2023.02 | 96.4 | 89.6 | — | 93 | |
| Baseline OOD2023.02 | 88.6 | 85.8 | 90.7 | 88.4 |