Image Inpainting on CelebA-HQ 512x512 (test)
0.065LPIPSMAT
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| MAT#Param.=60M, Mask Size=Small2022.03 | 0.065 | — | — | — | |
| MADF#Param.=85M, Mask Size=Small2022.03 | 0.068 | — | — | — | |
| CoModGAN#Param.=109M, Mask Size=Small2022.03 | 0.073 | — | — | — | |
| AOT GAN#Param.=15M, Mask Size=Small2022.03 | 0.074 | — | — | — | |
| LaMa#Param.=27M, Mask Size=Small2022.03 | 0.075 | — | — | — | |
| EdgeConnect#Param.=22M, Mask Size=Small2022.03 | 0.101 | — | — | — | |
| ICT#Param.=150M, Mask Size=Small2022.03 | 0.105 | — | — | — | |
| PixelHackerParam. (×10^9)=0.862▲281%, TFLOPs=0.338▲119%, Latency (ms/step)=46.89▲80%, Steps=20, Total Time(s)=0.94▲81%2026.06 | 0.115 | 4.75 | — | — | |
| DeepFill v2#Param.=4M, Mask Size=Small2022.03 | 0.117 | — | — | — | |
| MoebiusParam. (×10^9)=0.226, TFLOPs=0.154, Latency (ms/step)=26.01, Steps=20, Total Time(s)=0.522026.06 | 0.122 | 5.39 | — | — | |
| MAT#Param.=60M, Mask Size=Large2022.03 | 0.125 | — | — | — | |
| MADF#Param.=85M, Mask Size=Large2022.03 | 0.13 | — | — | — | |
| 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%2026.06 | 0.134 | 11.8 | — | — | |
| CoModGAN#Param.=109M, Mask Size=Large2022.03 | 0.14 | — | — | — | |
| 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%2026.06 | 0.141 | 10.13 | — | — | |
| LaMa#Param.=27M, Mask Size=Large2022.03 | 0.143 | — | — | — | |
| AOT GAN#Param.=15M, Mask Size=Large2022.03 | 0.145 | — | — | — | |
| ICT#Param.=150M, Mask Size=Large2022.03 | 0.195 | — | — | — | |
| EdgeConnect#Param.=22M, Mask Size=Large2022.03 | 0.208 | — | — | — | |
| DeepFill v2#Param.=4M, Mask Size=Large2022.03 | 0.221 | — | — | — | |
| AOT GAN#Param=15M2022.03 | — | 10.82 | 1.94 | 6.97 | |
| CoModGAN#Param=109M2022.03 | — | 5.65 | 11.23 | 22.54 | |
| DeepFill v2#Param=4M2022.03 | — | 24.42 | 0.17 | 0.42 | |
| EdgeConnect#Param=22M2022.03 | — | 39.99 | 0.1 | 0.22 | |
| ICT#Param=150M2022.03 | — | 12.84 | 0.13 | 0.58 | |
| LaMa#Param=27M2022.03 | — | 8.15 | 2.07 | 7.58 | |
| MADF#Param=85M2022.03 | — | 6.83 | 3.41 | 11.26 | |
| MAT (Ours)#Param=62M2022.03 | — | 4.86 | 13.83 | 25.33 |