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