Table 2 The results of reconstruction methodologies from uniform undersampling in terms of MAE, PSNR, SSIM and LPIPS metrics (mean ± standard error).

From: Accelerating photoacoustic microscopy by reconstructing undersampled images using diffusion models

 

Interpolation

U-Net

DiffPam

B-DiffPam

U-DiffPam

MAE

0.061 ± 0.004

0.037 ± 0.003

0.035 ± 0.003

0.034 ± 0.003

0.032 ± 0.003

PSNR

20.571 ± 0.571

26.086 ± 1.053

25.048 ± 1.076

25.087 ± 1.070

25.653 ± 1.020

SSIM

0.637 ± 0.022

0.778 ± 0.023

0.802 ± 0.021

0.802 ± 0.020

0.816 ± 0.019

LPIPS

0.278 ± 0.016

0.167 ± 0.017

0.160 ± 0.016

0.164 ± 0.015

0.154 ± 0.015

  1. Significant results are highlighted in bold.