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Diffstat (limited to 'demos/DemoRD1.m')
-rw-r--r-- | demos/DemoRD1.m | 100 |
1 files changed, 0 insertions, 100 deletions
diff --git a/demos/DemoRD1.m b/demos/DemoRD1.m deleted file mode 100644 index 5bb5f6b..0000000 --- a/demos/DemoRD1.m +++ /dev/null @@ -1,100 +0,0 @@ -% 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');
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