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ResearchFormerly WizWand

Inpainting on ImageNet 256

26.55PSNRRobust-CG
12.832416.393719.95523.5163Dec 11, 2025Jan 6, 2026Feb 2, 2026Mar 1, 2026Mar 27, 2026Apr 23, 2026May 20, 2026
Updated 5mo ago

Evaluation results

MethodLinks
Robust-CGρ (contamination fraction)=0.02, σ (noise level)=0.05, Inpainting mask ratio (random 70%)=random 70%2026.0526.550.7850.1255.24
Robust-CGρ (contamination fraction)=0.10, σ (noise level)=0.05, Inpainting mask ratio (random 70%)=random 70%2026.0525.570.720.14362.32
Robust-GDρ (contamination fraction)=0.02, σ (noise level)=0.05, Inpainting mask ratio (random 70%)=random 70%2026.0524.50.710.21183.1
DCPSρ (contamination fraction)=0.02, σ (noise level)=0.05, Inpainting mask ratio (random 70%)=random 70%2026.0523.630.7270.244117.91
DPSρ (contamination fraction)=0.02, σ (noise level)=0.05, Inpainting mask ratio (random 70%)=random 70%2026.0523.490.620.361144.56
DiffPIRρ (contamination fraction)=0.02, σ (noise level)=0.05, Inpainting mask ratio (random 70%)=random 70%2026.0523.490.6510.325133.38
DAPSρ (contamination fraction)=0.02, σ (noise level)=0.05, Inpainting mask ratio (random 70%)=random 70%2026.0523.20.6450.277182.83
RED-diffρ (contamination fraction)=0.02, σ (noise level)=0.05, Inpainting mask ratio (random 70%)=random 70%2026.0522.490.5990.423185.72
DPSRandom Masking=90%2026.0521.890.613——
DAPS-200Random Masking=90%2026.0521.620.539——
AHVPRandom Masking=90%2026.0520.740.598——
NDTMRandom Masking=90%2026.0520.650.621——
DPSρ (contamination fraction)=0.10, σ (noise level)=0.05, Inpainting mask ratio (random 70%)=random 70%2026.0520.190.5380.459177.36
HyperNoiseRandom Masking=90%2026.0519.550.466——
Robust-GDρ (contamination fraction)=0.10, σ (noise level)=0.05, Inpainting mask ratio (random 70%)=random 70%2026.0519.020.4530.491171.4
SHVPRandom Masking=90%2026.0518.960.531——
DiffPIRρ (contamination fraction)=0.10, σ (noise level)=0.05, Inpainting mask ratio (random 70%)=random 70%2026.0518.90.4330.561193.35
DAPSρ (contamination fraction)=0.10, σ (noise level)=0.05, Inpainting mask ratio (random 70%)=random 70%2026.0518.020.4080.567104.99
DCPSρ (contamination fraction)=0.10, σ (noise level)=0.05, Inpainting mask ratio (random 70%)=random 70%2026.0516.590.4110.644212.46
RED-diffρ (contamination fraction)=0.10, σ (noise level)=0.05, Inpainting mask ratio (random 70%)=random 70%2026.0515.990.4250.672243.29
ΠGDMschedule=EDM, sigma_y=02025.1215.080.6810.373103.7
DDRMschedule=EDM, sigma_y=02025.1215.010.6790.393103.5
MPGDRandom Masking=90%2026.0514.970.268——
DAPS-1Ksigma_y=1e-92025.1214.880.6410.38498.45
DDRMRandom Masking=90%2026.0514.720.185——
DAPS-4Ksigma_y=1e-92025.1214.590.6370.36593.62
MAPGAN=20, K=50, sigma_y=02025.1214.510.6540.2980.76
VML-MAPN=20, K=50, sigma_y=1e-92025.1214.340.6310.26274.21
VML-MAPpreN=20, K=50, sigma_y=1e-92025.1214.340.6310.26274.21
RED-DiffRandom Masking=90%2026.0513.360.19——