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ResearchFormerly WizWand

Random Inpainting on FFHQ 256x256-1K

15.93FIDDiffusion Optimal Control
4.6780.675156.68232.685Dec 21, 2024Jan 27, 2025Mar 6, 2025Apr 13, 2025May 21, 2025Jun 28, 2025Aug 5, 2025
Updated 6mo ago

Evaluation results

MethodLinks
Diffusion Optimal ControlNFE=25002024.1215.930.053—
Diffusion Optimal ControlNFE=10002024.1220.750.108—
DCSsigma_y=0.012025.0821.190.02434.839
DCSnoise_level=0.012025.0821.190.02434.84
PSLDNFE=10002024.1221.340.096—
MCGnoise_level=0.012025.0822.220.07330.59
DDNMnoise_level=0.012025.0823.350.0433.08
RED-Diffnoise_level=0.012025.0825.030.03533.72
DPSnoise_level=0.012025.0829.720.10529.54
DCSsigma_y=0.12025.0832.80.14927.536
DCSnoise_level=0.12025.0832.80.14927.54
DPSNFE=10002024.1233.120.168—
RED-Diffnoise_level=0.12025.0834.780.15528.62
DPSnoise_level=0.12025.0835.240.15726.72
DDNMnoise_level=0.12025.0839.180.17924.96
MCGNFE=10002024.1240.110.309—
PSLDsigma_y=0.12025.0841.7370.310520.588
DDRMNFE=10002024.1242.930.204—
MCGnoise_level=0.12025.0850.40.22726
STSLsigma_y=0.12025.0854.6480.372219.247
LGD-MCnoise_level=0.12025.0856.050.28822.22
LGD-MCnoise_level=0.012025.0857.70.27223.46
Score-SDENFE=10002024.1260.060.331—
ADMM-TV2024.1268.940.322—
ReSamplesigma_y=0.012025.0896.890.46722.488
ReSamplesigma_y=0.12025.08103.620.526721.575
DDNMNFE=10002024.12105.30.802—
Latent-DPSsigma_y=0.12025.08109.830.445518.117
PNP-ADMM2024.12151.90.406—
STSLsigma_y=0.012025.08190.640.47617.859
PSLDsigma_y=0.012025.08214.080.2522.84
Latent-DPSsigma_y=0.012025.08297.430.24922.64