Out-of-Distribution Detection on SVHN (AUROC vs CIFAR-10, CelebA, CIFAR-100, Textures)
99.9AUROC (CIFAR-10)DoS
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| DoSTraining data regime=Full-data, Baselines trained on=SVHN2026.05 | 99.9 | 99.9 | 99.7 | 97.1 | |
| NLLTraining data regime=Full-data, Baselines trained on=SVHN2026.05 | 99.8 | 99.8 | 99.6 | 96.9 | |
| LMDTraining data regime=Full-data, Baselines trained on=SVHN2026.05 | 99.4 | 100 | 99.3 | 98 | |
| DDPM-OODTraining data regime=Full-data, Baselines trained on=SVHN2026.05 | 98.3 | 99.3 | 97.6 | 81.9 | |
| Unified Few-shotTraining data regime=Few-shot, samples per task=80-1502026.05 | 97.3 | 99.9 | 97.4 | 96.9 | |
| UFCODTraining Data Regime=Few-shot2026.05 | 97.3 | 99.9 | 97.4 | 96.9 | |
| LMDTraining Data Regime=Full-data2026.05 | 96.1 | 98.6 | 95 | 92.6 | |
| DoSTraining Data Regime=Full-data2026.05 | 95.5 | 98.8 | 96.9 | 90.9 | |
| NLLTraining Data Regime=Full-data2026.05 | 95.4 | 98.7 | 96.6 | 89.9 | |
| DiffPathTraining data regime=Full-data, Baselines trained on=SVHN2026.05 | 93.9 | 97.9 | 95.3 | 98.1 | |
| DiffPathTraining Data Regime=Full-data2026.05 | 93.9 | 97.9 | 95.3 | 98.1 | |
| DDPM-OODTraining Data Regime=Full-data2026.05 | 89.7 | 94.6 | 88.5 | 70.2 | |
| VAEBMTraining data regime=Full-data, Baselines trained on=SVHN2026.05 | 63.3 | 57.1 | 60.2 | 48.2 | |
| IGEBMTraining data regime=Full-data, Baselines trained on=SVHN2026.05 | 45.3 | 58.3 | 51.2 | 51.1 | |
| IGEBMTraining Data Regime=Full-data2026.05 | 44.3 | 44.6 | 42.9 | 40 | |
| MSMATraining Data Regime=Full-data2026.05 | 37.4 | 44.5 | 42.3 | 42 | |
| VAEBMTraining Data Regime=Full-data2026.05 | 31.3 | 13.6 | 29.5 | 50.7 | |
| MSMATraining data regime=Full-data, Baselines trained on=SVHN2026.05 | 12.3 | 15.5 | 11.2 | 32.1 |