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MATLAB

Locate the /matlabdirectory inside /root as your working directory to execute all MATLAB related scripts and functions.

Three main scripts:

  1. main_compare.m
  2. main_make_results_scunet.m
  3. main_analyze.m

1. main_compare.m

Select two SCUNet models with model_name = <model_name>.pth 

model_name_1 = 'scunet_l1x10_wgan_lpipsvgg_12500_sigmoid.pth';
model_name_2 = 'scunet_l1x10_wgan_lpipsvgg_12500_sigmoid_vst.pth';
and compare it automatically with the DnCNN denoiser.

2. main_make_results_scunet.m

Again set your desired model name with model_name = <model_name>.pth 

model_name = 'scunet_l1x10_wgan_lpipsvgg_12500_sigmoid_vst';
and set the image type ('SiemHarm' or 'Verlauf') by commenting one of these lines: 
% image_type = "SiemHarm";
image_type = "Verlauf";

The Results will be saved in the /results_dn_bayer directory in the pattern model_name_image_type.mat.

3. main_analyze.m

This is where you analyze your results from the previous script. Comment the desired line in the script to use 'SiemHarm' or 'Verlauf': 

% image_type = "SiemHarm";
image_type = "Verlauf";
Based on the chosen image type string, you are prompted to choose a matching result file from the /results_dn_bayer directory. All final results (including, images, heatmaps, plots and metrics) will be saved in the /results_analyze directory.

Warning

THIS TAKES A WHILE TO RUN