Out-of-Distribution Detection on CIFAR-10 (AUROC vs SVHN, CelebA, C100, Tex)
0.951AUROC (SVHN)Unified Few-shot
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Unified Few-shotTraining Mode=Few-shot, Training Set=CelebA, Samples per task=80-1502026.05 | 0.951 | 0.965 | 0.547 | 0.883 | |
| DiffPathTraining Mode=Full-data, Training Set=CelebA2026.05 | 0.91 | 0.897 | 0.59 | 0.923 | |
| MSMATraining Mode=Full-data, Training Set=CelebA2026.05 | 0.664 | 0.575 | 0.502 | 0.497 | |
| IGEBMTraining Mode=Full-data, Training Set=CelebA2026.05 | 0.65 | 0.382 | 0.492 | 0.523 | |
| VAEBMTraining Mode=Full-data, Training Set=CelebA2026.05 | 0.493 | 0.134 | 0.486 | 0.428 | |
| DDPM-OODTraining Mode=Full-data, Training Set=CelebA2026.05 | 0.076 | 0.206 | 0.472 | 0.353 | |
| LMDTraining Mode=Full-data, Training Set=CelebA2026.05 | 0.041 | 0.261 | 0.509 | 0.534 | |
| NLLTraining Mode=Full-data, Training Set=CelebA2026.05 | 0.038 | 0.096 | 0.503 | 0.517 | |
| DoSTraining Mode=Full-data, Training Set=CelebA2026.05 | 0.036 | 0.102 | 0.509 | 0.49 |