Out-of-distribution detection on SVHN (AUROC and Avg Rank)
0.99AUROCProjection Regret
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Projection RegretCategory=Diffusion model2023.12 | 0.99 | 1.5 | |
| CLELCategory=EBM2023.12 | 0.98 | 2 | |
| Improved CDCategory=EBM2023.12 | 0.91 | 3.25 | |
| VAEBMCategory=VAE + EBM2023.12 | 0.83 | 4.33 | |
| IGEBMCategory=EBM2023.12 | 0.63 | 5.25 | |
| NVAECategory=VAE2023.12 | 0.42 | 6.33 | |
| PixelCNN++Category=Autoregressive2023.12 | 0.32 | 4.25 | |
| GLOWCategory=Flow-based2023.12 | 0.24 | 7.25 |