How to find number of neigbours of a pixel in binary image?

Question

Meshooo 2016-9-14

0
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此问题的直接链接

https://ww2.mathworks.cn/matlabcentral/answers/303015-how-to-find-number-of-neigbours-of-a-pixel-in-binary-image

评论： Meshooo 2016-9-16

Dear all,

I have a binary image that contains many lines. I want to detect any pixel that has 2 neighboring pixels and in some cases 3 or 1 neighboring pixel (considering all possible 8-connectivity directions).

In other words, go to each pixel and check how many neighbors it has by checking the 8-connectivity. If it has 2 neighbors then select this pixel and finally will have a binary image that contains these pixels.

Any idea how to do that?

Meshoo

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Answer 1

Teja Muppirala 2016-9-14

2
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此回答的直接链接

https://ww2.mathworks.cn/matlabcentral/answers/303015-how-to-find-number-of-neigbours-of-a-pixel-in-binary-image#answer_234682

在 MATLAB Online 中打开

Here are two ways to do it:

numberNeighboringPixels = 2; % Can also be 1 or 3
BW1 = rand(15,60) > 0.9; % Just a sample image
%%Using Lookup Table
lut = makelut(@(x)sum(x(:))==(numberNeighboringPixels+1),3);
BW2_LUT = bwlookup(BW1,lut) & BW1;
%%Using Convolution
BW2_CONV = ( conv2(single(BW1),ones(3),'same') == numberNeighboringPixels+1 ) & BW1;
%%Plot and show the results are the same
figure
subplot(3,1,1);
imagesc(BW1); title('Original Image');
subplot(3,1,2);
imagesc(BW1+BW2_LUT); title('Pixels with neighbors (using lookup table)');
subplot(3,1,3);
imagesc(BW1+BW2_CONV); title('Pixels with neighbors (using convolution)');