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Threshold Image Segmentation with different contrasts

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Lukas Schmitt
Lukas Schmitt 2021년 7월 5일
Hey there,
I am trying to make some easy image segmentation for a lot of images like the test_image above. The resolution of the image is quite bad. Now my question: I am trying to separate it with an easy threshold segmentation, but there are too many parameters that I have to adjust for images with different contrasts. Is there a more easy and accurate way to separate the black parts within the white circle?
Thanks a lot for your help!
Here is my code:
[filelist, pathname] = uigetfile({'*.jpg';'*.tif';'*.bmp';'*.png'}, ...
'Select Folder', 'MultiSelect', 'on');
data_in = imread([pathname,filename]);
images(:,:,1) = rgb2gray(data_in);
[x,y,z] = size(images);
bw = (30 <= images(:,:,1)) & (images(:,:,1) <= 190);
bw2 = bwpropfilt(bw,'Area',[20,Inf]);
bw2 = ~bwareaopen(~bw2, 80);
mask = imfill(bw2, 'holes');
se = strel('disk', 20, 0); % Adjust to erase outer ring
mask = imerode(mask, se);
bw2(~mask) = false;
figure, imshow(bw2);

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