Super-resolution on FFHQ 1k samples 256x256 (val)
30.34FIDMAP-based Problem-Agnostic Diffusion Model
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| MAP-based Problem-Agnostic Diffusion ModelScale=x42025.01 | 30.34 | 0.9 | 30.63 | 0.2347 | |
| DPnP-DDIMScale=4x, Problem Type=linear2024.03 | 36.3 | 0.668 | — | — | |
| LGD-MCScale=4x, Problem Type=linear, Algorithm parameter n=52024.03 | 36.8 | 0.651 | — | — | |
| DPSScale=4x, Problem Type=linear2024.03 | 38.6 | 0.636 | — | — | |
| ΠGDMScale=x42025.01 | 38.61 | 0.83 | 28.69 | 0.2408 | |
| DMPSScale=x42025.01 | 39.29 | 0.85 | 27.23 | 0.2533 | |
| DPSScale=x42025.01 | 40.49 | 0.87 | 26.68 | 0.2717 | |
| MCGScale=x42025.01 | 60.12 | 0.87 | 29.02 | 0.3069 | |
| DDRMScale=x42025.01 | 66.17 | 0.83 | 29.25 | 0.3087 |