Table 1 Quantitative comparison of inpainting results is presented from top to bottom, including random masks, four types of damage masks, and murals with simulated real damage
From: APLDiff: an adaptive perception-driven lightweight diffusion framework for digital mural inpainting
Condition | Metrics | LaMa6 | RePaint13 | CoPaint14 | P215 | APLDiff |
|---|---|---|---|---|---|---|
Random | SSIM↑ | 0.889 | 0.906 | 0.903 | 0.897 | 0.906 |
LPIPS↓ | 0.036 | 0.039 | 0.037 | 0.043 | 0.039 | |
UQI↑ | 0.965 | 0.977 | 0.972 | 0.968 | 0.974 | |
GMSD↓ | 0.429 | 0.426 | 0.435 | 0.443 | 0.428 | |
GLCM_Correlation_Diff↓ | 0.016 | 0.016 | 0.020 | 0.022 | 0.018 | |
Peel | SSIM↑ | 0.895 | 0.913 | 0.894 | 0.892 | 0.897 |
LPIPS↓ | 0.033 | 0.027 | 0.032 | 0.034 | 0.030 | |
UQI↑ | 0.963 | 0.981 | 0.959 | 0.956 | 0.966 | |
GMSD↓ | 0.409 | 0.384 | 0.420 | 0.416 | 0.403 | |
GLCM_Correlation_Diff↓ | 0.017 | 0.012 | 0.019 | 0.018 | 0.014 | |
Wrinkle | SSIM↑ | 0.959 | 0.972 | 0.962 | 0.964 | 0.969 |
LPIPS↓ | 0.015 | 0.008 | 0.011 | 0.011 | 0.010 | |
UQI↑ | 0.987 | 0.994 | 0.990 | 0.993 | 0.995 | |
GMSD↓ | 0.234 | 0.217 | 0.227 | 0.232 | 0.228 | |
GLCM_Correlation_Diff↓ | 0.004 | 0.003 | 0.006 | 0.004 | 0.004 | |
Crack | SSIM↑ | 0.940 | 0.955 | 0.938 | 0.933 | 0.937 |
LPIPS↓ | 0.019 | 0.014 | 0.019 | 0.021 | 0.016 | |
UQI↑ | 0.980 | 0.987 | 0.978 | 0.975 | 0.979 | |
GMSD↓ | 0.264 | 0.236 | 0.267 | 0.262 | 0.254 | |
GLCM_Correlation_Diff↓ | 0.014 | 0.009 | 0.008 | 0.016 | 0.012 | |
Mold | SSIM↑ | 0.853 | 0.901 | 0.845 | 0.891 | 0.897 |
LPIPS↓ | 0.059 | 0.043 | 0.061 | 0.055 | 0.049 | |
UQI↑ | 0.959 | 0.967 | 0.951 | 0.955 | 0.949 | |
GMSD↓ | 0.457 | 0.412 | 0.466 | 0.442 | 0.431 | |
GLCM_Correlation_Diff↓ | 0.010 | 0.008 | 0.018 | 0.007 | 0.006 | |
Simulation | SSIM↑ | 0.929 | 0.940 | 0.927 | 0.926 | 0.933 |
LPIPS↓ | 0.022 | 0.021 | 0.022 | 0.026 | 0.024 | |
UQI↑ | 0.970 | 0.976 | 0.967 | 0.965 | 0.978 | |
GMSD↓ | 0.304 | 0.285 | 0.301 | 0.298 | 0.294 | |
GLCM_Correlation_Diff↓ | 0.011 | 0.007 | 0.013 | 0.012 | 0.010 |