Random Inpainting on FFHQ 256x256-1K
15.93FIDDiffusion Optimal Control
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| Diffusion Optimal ControlNFE=25002024.12 | 15.93 | 0.053 | — | |
| Diffusion Optimal ControlNFE=10002024.12 | 20.75 | 0.108 | — | |
| DCSsigma_y=0.012025.08 | 21.19 | 0.024 | 34.839 | |
| DCSnoise_level=0.012025.08 | 21.19 | 0.024 | 34.84 | |
| PSLDNFE=10002024.12 | 21.34 | 0.096 | — | |
| MCGnoise_level=0.012025.08 | 22.22 | 0.073 | 30.59 | |
| DDNMnoise_level=0.012025.08 | 23.35 | 0.04 | 33.08 | |
| RED-Diffnoise_level=0.012025.08 | 25.03 | 0.035 | 33.72 | |
| DPSnoise_level=0.012025.08 | 29.72 | 0.105 | 29.54 | |
| DCSsigma_y=0.12025.08 | 32.8 | 0.149 | 27.536 | |
| DCSnoise_level=0.12025.08 | 32.8 | 0.149 | 27.54 | |
| DPSNFE=10002024.12 | 33.12 | 0.168 | — | |
| RED-Diffnoise_level=0.12025.08 | 34.78 | 0.155 | 28.62 | |
| DPSnoise_level=0.12025.08 | 35.24 | 0.157 | 26.72 | |
| DDNMnoise_level=0.12025.08 | 39.18 | 0.179 | 24.96 | |
| MCGNFE=10002024.12 | 40.11 | 0.309 | — | |
| PSLDsigma_y=0.12025.08 | 41.737 | 0.3105 | 20.588 | |
| DDRMNFE=10002024.12 | 42.93 | 0.204 | — | |
| MCGnoise_level=0.12025.08 | 50.4 | 0.227 | 26 | |
| STSLsigma_y=0.12025.08 | 54.648 | 0.3722 | 19.247 | |
| LGD-MCnoise_level=0.12025.08 | 56.05 | 0.288 | 22.22 | |
| LGD-MCnoise_level=0.012025.08 | 57.7 | 0.272 | 23.46 | |
| Score-SDENFE=10002024.12 | 60.06 | 0.331 | — | |
| ADMM-TV2024.12 | 68.94 | 0.322 | — | |
| ReSamplesigma_y=0.012025.08 | 96.89 | 0.467 | 22.488 | |
| ReSamplesigma_y=0.12025.08 | 103.62 | 0.5267 | 21.575 | |
| DDNMNFE=10002024.12 | 105.3 | 0.802 | — | |
| Latent-DPSsigma_y=0.12025.08 | 109.83 | 0.4455 | 18.117 | |
| PNP-ADMM2024.12 | 151.9 | 0.406 | — | |
| STSLsigma_y=0.012025.08 | 190.64 | 0.476 | 17.859 | |
| PSLDsigma_y=0.012025.08 | 214.08 | 0.25 | 22.84 | |
| Latent-DPSsigma_y=0.012025.08 | 297.43 | 0.249 | 22.64 |