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ResearchFormerly WizWand

Image Inpainting on CelebA-HQ 512x512 (test)

0.065LPIPSMAT
0.058760.100880.1430.18512Mar 29, 2022Dec 10, 2022Aug 24, 2023May 7, 2024Jan 19, 2025Oct 3, 2025Jun 17, 2026
Updated 4mo ago

Evaluation results

MethodLinks
MAT#Param.=60M, Mask Size=Small2022.030.065———
MADF#Param.=85M, Mask Size=Small2022.030.068———
CoModGAN#Param.=109M, Mask Size=Small2022.030.073———
AOT GAN#Param.=15M, Mask Size=Small2022.030.074———
LaMa#Param.=27M, Mask Size=Small2022.030.075———
EdgeConnect#Param.=22M, Mask Size=Small2022.030.101———
ICT#Param.=150M, Mask Size=Small2022.030.105———
PixelHackerParam. (×10^9)=0.862▲281%, TFLOPs=0.338▲119%, Latency (ms/step)=46.89▲80%, Steps=20, Total Time(s)=0.94▲81%2026.060.1154.75——
DeepFill v2#Param.=4M, Mask Size=Small2022.030.117———
MoebiusParam. (×10^9)=0.226, TFLOPs=0.154, Latency (ms/step)=26.01, Steps=20, Total Time(s)=0.522026.060.1225.39——
MAT#Param.=60M, Mask Size=Large2022.030.125———
MADF#Param.=85M, Mask Size=Large2022.030.13———
SD3.5 Large-Inp.Param. (×10^9)=8.057▲3465%, TFLOPs=8.657▲5521%, Latency (ms/step)=151.02▲481%, Steps=28▲40%, Total Time(s)=4.23▲713%2026.060.13411.8——
CoModGAN#Param.=109M, Mask Size=Large2022.030.14———
FLUX.1-Fill-DevParam. (×10^9)=11.902▲5166%, TFLOPs=9.927▲6346%, Latency (ms/step)=161.01▲519%, Steps=50▲150%, Total Time(s)=8.05▲1448%2026.060.14110.13——
LaMa#Param.=27M, Mask Size=Large2022.030.143———
AOT GAN#Param.=15M, Mask Size=Large2022.030.145———
ICT#Param.=150M, Mask Size=Large2022.030.195———
EdgeConnect#Param.=22M, Mask Size=Large2022.030.208———
DeepFill v2#Param.=4M, Mask Size=Large2022.030.221———
AOT GAN#Param=15M2022.03—10.821.946.97
CoModGAN#Param=109M2022.03—5.6511.2322.54
DeepFill v2#Param=4M2022.03—24.420.170.42
EdgeConnect#Param=22M2022.03—39.990.10.22
ICT#Param=150M2022.03—12.840.130.58
LaMa#Param=27M2022.03—8.152.077.58
MADF#Param=85M2022.03—6.833.4111.26
MAT (Ours)#Param=62M2022.03—4.8613.8325.33