How to draw a boundary line for spray image

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Rohit Thokala 2022-1-13

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此问题的直接链接

https://ww2.mathworks.cn/matlabcentral/answers/1628065-how-to-draw-a-boundary-line-for-spray-image

评论： Image Analyst 2022-1-14

figure.jpg

I want to draw inclined line on a binary image that seperates the image in percentage of white pixels as shown in the figure. End points of the line can be arbitary and the line should look like a tangent to the spray cloud. Thanks in advance.

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Bjorn Gustavsson 2022-1-13

Considering that the 2 regions in your image aren't separated by a line but rather some curve (or a polyline with a break-point about half-way up) this will not work as well as you should do. Perhaps you should aim to find the best circle (ellipse?) that does the job?

Adam Danz 2022-1-13

编辑：Adam Danz 2022-1-13

If you know what section of the image should define the divider line such as the upper half of this image, then you could fit a line to that boundary, ignoring the bottom half. Then, once you know the slope of the line, you could incrementally move it from left to right, computing the percentage of white pixels on each iteration, until you reach 5%+/-threshold.

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Answer 1

Image Analyst 2022-1-13

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链接

此回答的直接链接

https://ww2.mathworks.cn/matlabcentral/answers/1628065-how-to-draw-a-boundary-line-for-spray-image#answer_874125

在 MATLAB Online 中打开

piecewise_linear_fit.m

Scan down the image to get the left edge

mask = bwareafilt(mask, 1); % Get largest blob only (if you want that).
[rows, columns] = size(mask);
leftEdge = zeros(rows, 1);
for row = 1 : rows
    t = find(mask(row, :), 1, 'first');
    if ~isempty(t)
        leftEdge(row) = t;
    end
end
% Extract only rows that had a white pixel in them.
r = 1 : rows;
validLines = leftEdge ~= 0;
r = r(validLines);
leftEdge = leftEdge(validLines);

Then you might try a piecewise linear fit, like my attached demo to split the left edge up into two linear portions.

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Rohit Thokala 2022-1-14

编辑：Rohit Thokala 2022-1-14

Yes sir (@Image Analyst) I understand what you have mentioned in the above code, I am trying to create a linear fit from the best possible data. If I remove these zero values from the data, what about the column values that are associated with them. Is there a way to remove column values associated with zero white cell rows?

Image Analyst 2022-1-14

在 MATLAB Online 中打开

piecewise_linear_fit.m

Please try it. I don't think you are or you'd realize that when I do

r = r(validLines);
leftEdge = leftEdge(validLines);

I'm extracting only the "good" edge locations from both the r and y arrays. Note that if you want to try to fit a line to it, r is the x and leftEdge is the y, contrary to what you're probably thinking.

but you can't just fit the whole thing to a line

coefficients = polyfit(r, leftEdge, 1);

because the bottom part is not a good line and certainly not the same slope as the upper part. That's why you have to use a piecewise linear fit like I did in the example I attached.

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