Find Threshold on Canny edge image problem

Dear all experts,
I met a question about how to find the threshold values by giving a fixed edge percentage on canny edge detection problem. I use two 5x5 gradient filters. The code is showns below:
% convolve filterX and filterY with Image to get magnitude gradient and angle
Ix = conv2(Image,filterX); % filterX is a 5x5 gradient filter
Iy = conv2(Image,filterY); % filterY is a 5x5 gradient filter
magnitude = sqrt(Ix.^2+Iy.^2);
angle = atan2(Iy,Ix);
% How to find threshold based on the %percentage? The edge_percentage is the
% proportion of pixels supposed to be treated as potential edge points
max = max(max(magnitude));
min = min(min(magnitude));
% threshold = some percentage work

댓글 수: 8

We have no idea what percentage of your objects you expect to be edge points. It depends on the image. Obviously a circle has the lowest proportion of edge points, while an asterisk * shaped blob will have a much higher percentage.
Tony123
Tony123 2020년 5월 10일
the value of the percentage is set as 90% as default
Image Analyst
Image Analyst 2020년 5월 10일
Again, it depends on the image. And you can set a threshold to get any binary image you want, but percentage of What? What is your reference? Attach your image.
Tony123
Tony123 2020년 5월 11일
I attached the target picture
Sorry I am not getting the question.
Tony123
Tony123 2020년 5월 11일
편집: Tony123 2020년 5월 11일
It's to find a threshold such that a fixed percentage of the gradients are considered to be possible edge points. Then I will use the calculated edge orientation, create 4 binary images representing the horizontal, vertical, diagonally up and diagonally down edges exceeding the threshold. I also attached the gradient filters I am going to use
Image Analyst
Image Analyst 2020년 5월 11일
Make it easy for us to help you. Give us code to create filterX and filterY.
Tony123
Tony123 2020년 5월 11일
Sorry for the unclear, I attached my code

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2020년 5월 9일

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2020년 5월 11일

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