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-% Demonstration of tomographic reconstruction from neutron tomography
-% dataset (basalt sample) using Student t data fidelity
-clear all
-close all
-
-% adding paths
-addpath('../data/');
-addpath('../main_func/'); addpath('../main_func/regularizers_CPU/');
-addpath('../supp/');
-
-load('sino_basalt.mat') % load real neutron data
-
-size_det = size(sino_basalt, 1); % detector size
-angSize = size(sino_basalt,2); % angles dim
-recon_size = 650; % reconstruction size
-
-FBP = iradon(sino_basalt, rad2deg(angles),recon_size);
-figure; imshow(FBP , [0, 0.45]); title ('FBP reconstruction');
-%%
-% set projection/reconstruction geometry here
-Z_slices = 1;
-det_row_count = Z_slices;
-proj_geom = astra_create_proj_geom('parallel3d', 1, 1, det_row_count, size_det, angles);
-vol_geom = astra_create_vol_geom(recon_size,recon_size,Z_slices);
-%%
-fprintf('%s\n', 'Reconstruction using FISTA-LS without regularization...');
-clear params
-params.proj_geom = proj_geom; % pass geometry to the function
-params.vol_geom = vol_geom;
-params.sino = sino_basalt;
-params.iterFISTA = 50;
-params.show = 0;
-params.maxvalplot = 0.6; params.slice = 1;
-
-tic; [X_fista] = FISTA_REC(params); toc;
-figure; imshow(X_fista , [0, 0.45]); title ('FISTA-LS reconstruction');
-%%
-fprintf('%s\n', 'Reconstruction using FISTA-LS-TV...');
-clear params
-params.proj_geom = proj_geom; % pass geometry to the function
-params.vol_geom = vol_geom;
-params.sino = sino_basalt;
-params.iterFISTA = 60;
-params.Regul_LambdaTV = 0.0003; % TV regularization parameter
-params.show = 0;
-params.maxvalplot = 0.6; params.slice = 1;
-
-tic; [X_fista_TV] = FISTA_REC(params); toc;
-figure; imshow(X_fista_TV , [0, 0.45]); title ('FISTA-LS-TV reconstruction');
-%%
-%%
-fprintf('%s\n', 'Reconstruction using FISTA-GH-TV...');
-clear params
-params.proj_geom = proj_geom; % pass geometry to the function
-params.vol_geom = vol_geom;
-params.sino = sino_basalt;
-params.iterFISTA = 60;
-params.Regul_LambdaTV = 0.0003; % TV regularization parameter
-params.Ring_LambdaR_L1 = 0.001; % Soft-Thresh L1 ring variable parameter
-params.Ring_Alpha = 20; % acceleration for ring variable
-params.show = 0;
-params.maxvalplot = 0.6; params.slice = 1;
-
-tic; [X_fista_GH_TV] = FISTA_REC(params); toc;
-figure; imshow(X_fista_GH_TV , [0, 0.45]); title ('FISTA-GH-TV reconstruction');
-%%
-%%
-fprintf('%s\n', 'Reconstruction using FISTA-Student-TV...');
-clear params
-params.proj_geom = proj_geom; % pass geometry to the function
-params.vol_geom = vol_geom;
-params.sino = sino_basalt;
-params.iterFISTA = 50;
-params.L_const = 3500; % Lipshitz constant
-params.Regul_LambdaTV = 0.0003; % TV regularization parameter
-params.fidelity = 'student'; % choosing Student t penalty
-params.show = 1;
-params.initialize = 1; % warm start with SIRT
-params.maxvalplot = 0.6; params.slice = 1;
-
-tic; [X_fistaStudentTV] = FISTA_REC(params); toc;
-figure; imshow(X_fistaStudentTV , [0, 0.45]); title ('FISTA-Student-TV reconstruction');
-%%
-
-fprintf('%s\n', 'Segmentation using OTSU method ...');
-level = graythresh(X_fista);
-Segm_FISTA = im2bw(X_fista,level);
-figure; imshow(Segm_FISTA, []); title ('Segmented FISTA-LS reconstruction');
-
-level = graythresh(X_fista_TV);
-Segm_FISTA_TV = im2bw(X_fista_TV,level);
-figure; imshow(Segm_FISTA_TV, []); title ('Segmented FISTA-LS-TV reconstruction');
-
-level = graythresh(X_fista_GH_TV);
-BW_FISTA_GH_TV = im2bw(X_fista_GH_TV,level);
-figure; imshow(BW_FISTA_GH_TV, []); title ('Segmented FISTA-GH-TV reconstruction');
-
-level = graythresh(X_fistaStudentTV);
-BW_FISTA_Student_TV = im2bw(X_fistaStudentTV,level);
-figure; imshow(BW_FISTA_Student_TV, []); title ('Segmented FISTA-Student-LS reconstruction'); \ No newline at end of file