Image Inpainting on FFHQ
0.07LPIPSRobust-CG
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Robust-CGcontamination fraction (rho)=0.02, Gaussian noise level (sigma)=0.05, Masking ratio=random 70%2026.05 | 0.07 | 29.51 | 53.15 | — | 0.847 | — | |
| Robust-GDcontamination fraction (rho)=0.02, Gaussian noise level (sigma)=0.05, Masking ratio=random 70%2026.05 | 0.087 | 28.95 | 67.89 | — | 0.808 | — | |
| Robust-CGcontamination fraction (rho)=0.10, Gaussian noise level (sigma)=0.05, Masking ratio=random 70%2026.05 | 0.087 | 28.24 | 59.16 | — | 0.799 | — | |
| Ours-odeMask Type=Random2026.03 | 0.095 | 32.127 | — | — | 89.4 | — | |
| DAPSType=Continuous2026.05 | 0.098 | 31.12 | — | — | — | — | |
| FMRG-E2026.04 | 0.103 | 28.66 | 35.15 | — | 0.883 | 0.014 | |
| FMRG-J2026.04 | 0.112 | 29.48 | 43.99 | — | 0.893 | 0.026 | |
| Ours-tweedieMask Type=Random2026.03 | 0.122 | 32.844 | — | — | 90.6 | — | |
| A-TGDruntime=matched wall-clock, particles=starts with four, prunes to one2026.05 | 0.122 | 25.14 | — | — | 0.853 | — | |
| DAPSMask Type=Random2026.03 | 0.124 | 31.652 | — | — | 84.7 | — | |
| Ours-tweedieMask Type=Box2026.03 | 0.131 | 24.025 | — | — | 0.859 | — | |
| Ours-odeMask Type=Box2026.03 | 0.136 | 23.342 | — | — | 0.837 | — | |
| ReSampleType=Continuous2026.05 | 0.14 | 29.61 | — | — | — | — | |
| LatentDAPSType=Continuous2026.05 | 0.141 | 30.71 | — | — | — | — | |
| PVM-UNet-N2026.03 | 0.143 | — | 37.88 | — | — | — | |
| DCPScontamination fraction (rho)=0.02, Gaussian noise level (sigma)=0.05, Masking ratio=random 70%2026.05 | 0.145 | 29.31 | 81.91 | — | 0.849 | — | |
| DAPSMask Type=Box2026.03 | 0.146 | 23.643 | — | — | 0.815 | — | |
| PVM-UNet-12026.03 | 0.147 | — | 39.99 | — | — | — | |
| VM-UNet2026.03 | 0.152 | — | 40.02 | — | — | — | |
| DAPSN=1, runtime=matched wall-clock2026.05 | 0.153 | 24.93 | — | — | 0.801 | — | |
| DAPSN=4, runtime=matched wall-clock2026.05 | 0.157 | 24.52 | — | — | 0.79 | — | |
| DCDPMask Type=Box2026.03 | 0.163 | 25.23 | — | — | 0.754 | — | |
| DPSMask Type=Box2026.03 | 0.164 | 23.488 | — | — | 0.817 | — | |
| FlowChef2026.04 | 0.164 | 25.41 | 76.52 | — | 0.83 | 0.057 | |
| DPSruntime=matched wall-clock2026.05 | 0.167 | 22.12 | — | — | 0.806 | — | |
| MCLCBase Method=LDPS, Masking Strategy=Random2026.01 | 0.169 | 31.28 | 48.05 | 81.68 | — | — | |
| DiffStateGradBase Method=LDPS, Masking Strategy=Random2026.01 | 0.17 | 31.23 | 48.45 | 83.81 | — | — | |
| LDPSBase Method=LDPS, Masking Strategy=Random2026.01 | 0.171 | 31.22 | 48.88 | 83.3 | — | — | |
| ∆LPSType=Discrete2026.05 | 0.172 | 27.29 | — | — | — | — | |
| DDRMMask Type=Random2026.03 | 0.178 | 28.969 | — | — | 84.7 | — | |
| DPSMask Type=Random2026.03 | 0.181 | 29.084 | — | — | 82.8 | — | |
| DPScontamination fraction (rho)=0.02, Gaussian noise level (sigma)=0.05, Masking ratio=random 70%2026.05 | 0.182 | 25.26 | 86.95 | — | 0.719 | — | |
| MCLCBase Method=PSLD, Masking Strategy=Random2026.01 | 0.185 | 30.73 | 49.8 | 72.69 | — | — | |
| DCPScontamination fraction (rho)=0.10, Gaussian noise level (sigma)=0.05, Masking ratio=random 70%2026.05 | 0.186 | 23.58 | 95.24 | — | 0.787 | — | |
| FlowDPS2026.04 | 0.195 | 27.9 | 73.3 | — | 0.844 | 0.054 | |
| DPSType=Continuous2026.05 | 0.203 | 25.46 | — | — | — | — | |
| PConvs2026.03 | 0.218 | — | 43.92 | — | — | — | |
| PSLDType=Continuous2026.05 | 0.221 | 30.31 | — | — | — | — | |
| PSLDBase Method=PSLD, Masking Strategy=Random2026.01 | 0.222 | 30.14 | 58.84 | 79.59 | — | — | |
| LatentDAPSBase Method=LatentDAPS, Masking Strategy=Random2026.01 | 0.224 | 28.26 | 68.43 | 73.09 | — | — | |
| DiffStateGradBase Method=LatentDAPS, Masking Strategy=Random2026.01 | 0.225 | 28.27 | 65.99 | 73.1 | — | — | |
| MCLCBase Method=LatentDAPS, Masking Strategy=Random2026.01 | 0.225 | 28.29 | 64.49 | 73.7 | — | — | |
| DPScontamination fraction (rho)=0.10, Gaussian noise level (sigma)=0.05, Masking ratio=random 70%2026.05 | 0.226 | 21.36 | 152.7 | — | 0.641 | — | |
| DiffPIRMask Type=Random2026.03 | 0.23 | 28.558 | — | — | 70.9 | — | |
| DiffStateGradBase Method=PSLD, Masking Strategy=Random2026.01 | 0.231 | 29.93 | 66.06 | 88.54 | — | — | |
| MCLCBase Method=ReSample, Masking Strategy=Random2026.01 | 0.235 | 29.35 | 75.65 | 108.27 | — | — | |
| PMCMask Type=Random2026.03 | 0.263 | 23.289 | — | — | 75.5 | — | |
| RED-diffMask Type=Random2026.03 | 0.275 | 20.361 | — | — | 63 | — | |
| DiffPIRMask Type=Box2026.03 | 0.294 | 20.934 | — | — | 0.561 | — | |
| APSType=Discrete2026.05 | 0.304 | 27.38 | — | — | — | — | |
| DAPScontamination fraction (rho)=0.02, Gaussian noise level (sigma)=0.05, Masking ratio=random 70%2026.05 | 0.308 | 24.46 | 203.1 | — | 0.694 | — | |
| DiffPIRcontamination fraction (rho)=0.02, Gaussian noise level (sigma)=0.05, Masking ratio=random 70%2026.05 | 0.31 | 25.03 | 146.31 | — | 0.691 | — | |
| PMCMask Type=Box2026.03 | 0.318 | 14.828 | — | — | 0.697 | — | |
| RED-diffMask Type=Box2026.03 | 0.364 | 18.713 | — | — | 0.523 | — | |
| ReSampleBase Method=ReSample, Masking Strategy=Random2026.01 | 0.374 | 27.27 | 103.17 | 133.8 | — | — | |
| DiffStateGradBase Method=ReSample, Masking Strategy=Random2026.01 | 0.39 | 27.33 | 102.81 | 132.11 | — | — | |
| RED-diffcontamination fraction (rho)=0.02, Gaussian noise level (sigma)=0.05, Masking ratio=random 70%2026.05 | 0.392 | 23.86 | 160.64 | — | 0.646 | — | |
| DPS2026.04 | 0.486 | 18.93 | 137.36 | — | 0.623 | 0.081 | |
| Robust-GDcontamination fraction (rho)=0.10, Gaussian noise level (sigma)=0.05, Masking ratio=random 70%2026.05 | 0.5 | 20.27 | 197.86 | — | 0.494 | — | |
| DiffPIRcontamination fraction (rho)=0.10, Gaussian noise level (sigma)=0.05, Masking ratio=random 70%2026.05 | 0.599 | 19.25 | 191.14 | — | 0.432 | — | |
| DAPScontamination fraction (rho)=0.10, Gaussian noise level (sigma)=0.05, Masking ratio=random 70%2026.05 | 0.615 | 18.2 | 282.18 | — | 0.427 | — | |
| RED-diffcontamination fraction (rho)=0.10, Gaussian noise level (sigma)=0.05, Masking ratio=random 70%2026.05 | 0.631 | 19.36 | 186.58 | — | 0.426 | — |