Out-of-Distribution Detection on CIFAR-10 OpenOOD far-OOD (test)
12.95FPR@95CIDER
Evaluation results
| Method | Links | ||
|---|---|---|---|
| CIDERContrastive Learning=Yes2026.01 | 12.95 | 97.26 | |
| KNN+Contrastive Learning=Yes2026.01 | 13.66 | 97.22 | |
| SSD+Contrastive Learning=Yes2026.01 | 14.56 | 97.38 | |
| Comp.VAEContrastive Learning=No2026.01 | 20.2 | 91.8 | |
| CSIContrastive Learning=Yes2026.01 | 25.11 | 95.71 | |
| KNNContrastive Learning=No2026.01 | 29.15 | 94.55 | |
| GODINContrastive Learning=No2026.01 | 29.82 | 92.97 | |
| ProxyAnchorContrastive Learning=Yes2026.01 | 34 | 94.67 | |
| MahalanobisContrastive Learning=No2026.01 | 37.94 | 86.5 | |
| EnergyContrastive Learning=No2026.01 | 38.02 | 93.05 | |
| ODINContrastive Learning=No2026.01 | 38.43 | 93.04 | |
| CE + SimCLRContrastive Learning=Yes2026.01 | 40.46 | 90.97 | |
| KNNk=102023.09 | 43.3 | 92.83 | |
| NNGuidealpha=10%, k=102023.09 | 44.65 | 89.57 | |
| Energy2023.09 | 44.91 | 88.86 | |
| Comp.VAE (vMF)Contrastive Learning=No2026.01 | 54.7 | 79.8 | |
| MSPContrastive Learning=No2026.01 | 57.67 | 90.86 | |
| KNN*Contrastive Learning=No2026.01 | 90.3 | 59.9 |