Added matlab binarization file

This commit is contained in:
2023-02-05 20:38:18 +04:00
parent f4211f8b7b
commit 4c4b83c9ca
2 changed files with 108 additions and 0 deletions

26
binarization/binarizer.m Normal file
View File

@@ -0,0 +1,26 @@
function out_im = binarizer(in_im, v, h)
%This programs splits an image into 'v' blocks in vertical direction
% and into 'h' blocks in horizontal direction. All the bloacks are equal.
[x, y] = size(in_im); %size of the input image
out_im = []; %output image
for ii = 1:(v)
temp = [];
ranx = ((ii-1)*ceil(x/v)+1):(ii*ceil(x/v)); %horizontal range
if ii == v
ranx = (((ii-1)*ceil(x/v)+1):x);
end
for jj = 1:(h)
rany = ((jj-1)*ceil(y/h)+1):(jj*ceil(y/h)); %horizontal range
if jj == h
rany = (((jj-1)*ceil(y/h)+1):y);
end
t = graythresh(in_im(ranx,rany));
temp = cat(2,temp,imbinarize(in_im(ranx,rany),t));
end
out_im = cat(1,out_im,temp);
end
end

82
binarization/main.m Normal file
View File

@@ -0,0 +1,82 @@
clear
close all
clc
format compact
%Loading 1st image
im = imread('rice.tif');
t = graythresh(im); %threshold for binarize
[m, n] = imhist(im); %we need 'm' for threshold marker on the histogram
figure
subplot(1,2,1); imshow(im)
title('Original image')
subplot(1,2,2); imhist(im)
line([round(255*t), round(255*t)], [0, max(m)], 'Color', 'r', 'LineWidth', 1) %threshold marker
title({'Image histogram', ['Red line - threshold (', num2str(t * 255, 3),')']})
%binarizing image
im_bin = imbinarize(im, t);
figure
subplot(1,2,1); imshow(im_bin)
title('Whole image binarization')
%amount of blocks
vert = 1; %vertical amount
hor = 10; %horizontal amount
%binarizing using blocks
im_bin_block = binarizer(im, vert, hor);
subplot(1,2,2); imshow(im_bin_block)
title({['Block binarization: '], [num2str(vert),' x ',num2str(hor),' blocks']})
%loading 2nd image
%amount of blocks
vert = 10; %vertical amount
hor = 1; %horizontal amount
im2 = imread('figure.png');
t = graythresh(im2); %threshold for binarize
im2_bin = imbinarize(im2, t);
im2_bin_block = binarizer(im2, vert, hor);
[m, ~] = imhist(im2); %we need 'm' for threshold marker on the histogram
figure
subplot(1,2,1); imshow(im2)
title('Original image')
subplot(1,2,2); imhist(im2)
line([round(255*t), round(255*t)], [0, max(m)], 'Color', 'r', 'LineWidth',...
1)
title({'Image histogram', ['Red line - threshold (',num2str(t*255, 3),')']})
figure
subplot(1,2,1); imshow(im2_bin)
title('Whole image binarization')
subplot(1,2,2); imshow(im2_bin_block)
title({['Block binarization: '],[num2str(vert),' x ',num2str(hor),' blocks']})
%trying to increase contrast
im3 = imadjust(im2,[],[],0.5);
t = graythresh(im3); %threshold for binarize
im3_bin = imbinarize(im3, t);
im3_bin_block = binarizer(im3, 10, 10);
[m,n] = imhist(im3); %we need 'm' for threshold marker on the histogram
figure
subplot(1,2,1); imshow(im3)
title('Increased contrast')
subplot(1,2,2); imhist(im3)
line([round(255*t), round(255*t)], [0, max(m)], 'Color', 'r', 'LineWidth',...
1)
title({'Image histogram', ['Red line - threshold (', num2str(round(255*t)),')']})
figure
subplot(1,2,1); imshow(im3_bin)
title('Whole image binarization')
subplot(1,2,2); imshow(im3_bin_block)
title({['Block binarization: '],[num2str(vert),' x ',num2str(hor),' blocks']})