Out-of-Distribution Detection on CIFAR-100 vs SVHN (Standard Test)
98.2AUROCSSD+
Evaluation results
| Method | Links | |
|---|---|---|
| SSD+2021.03 | 98.2 | |
| Residual FlowsRequires additional out-of-distribution data for tuning=true2021.03 | 97.5 | |
| SSDk+k=52021.03 | 97.4 | |
| Gram Matrix2021.03 | 96 | |
| Contrastive + SupervisedBackbone=4x wider ResNet-50 network2021.03 | 95.6 | |
| MahalanobisRequires additional out-of-distribution data for tuning=true2021.03 | 94.5 | |
| Outlier exposure2021.03 | 86.9 | |
| FeDLaS-LSObjective Category=LS-based2026.06 | 84.33 | |
| AdaFocalObjective Category=Baseline2026.06 | 83.57 | |
| DFLObjective Category=Baseline2026.06 | 81.85 | |
| TSObjective Category=Baseline2026.06 | 79.77 | |
| CEObjective Category=Baseline2026.06 | 79.47 | |
| Softmax-probs2021.03 | 78.9 | |
| FeDLaS-MbLSObjective Category=MbLS-based2026.06 | 78.6 | |
| ACLSObjective Category=Baseline2026.06 | 75.09 | |
| MbLSObjective Category=MbLS-based2026.06 | 73.88 | |
| LSObjective Category=LS-based2026.06 | 72.92 | |
| ODINRequires additional out-of-distribution data for tuning=true2021.03 | 60.9 |