find multiple objects and their number in an image
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I am working on a project that classifies beans in an image how can i do that and how can i tell the number of beans of each type.
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KALYAN ACHARJYA
2018 年 3 月 12 日
編集済み: KALYAN ACHARJYA
2018 年 3 月 12 日
When you classify it based on image segmentation (Apply various variable thresholding techniques) and count the number of objects within an image.
[label_Image, numberofObject]=bwlabel(segmented_binaryImage);
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Image Analyst
2018 年 3 月 12 日
See my image segmentation tutorial in my File Exchange.
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Image Analyst
2018 年 3 月 13 日
Create a feature vector for each pixel that includes the mean hue, saturation, and value in a window around the pixel plus the standard deviation of the values in the window. Use rgb2hsv() and conv2() and stdfilt().
hsvImage = rgb2hsv(rgbImage);
hImage = hsvImage(:, :, 1);
sImage = hsvImage(:, :, 2);
vImage = hsvImage(:, :, 3);
windowsSize = 21; % Some odd number.
kernel = ones(windowSize, windowSize)/windowSize^2;
localMeanH = conv2(hImage, kernel, 'same');
localMeanS = conv2(sImage, kernel, 'same');
localMeanV = conv2(vImage, kernel, 'same');
% Now use stdfilt
localSDH = stdfilt(hImage, ..... etc.
I'm sure you can figure out what to do next.
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