General approach for extracting specific lines or line segments in an image

我怕爱的太早我们不能终老 提交于 2019-12-06 03:56:06

This is how you erode the image and extract hough lines:

I=rgb2gray(imread('https://i.stack.imgur.com/cbHFL.jpg'));

Ibw=I>200;

imshow(Ibw)
SE=strel('disk',1)
Ier=imerode(~Ibw,SE);

[H,T,R] = hough(Ier);
P  = houghpeaks(H,100,'threshold',ceil(0.1*max(H(:))));

lines = houghlines(Ier,T,R,P);

%% plot
imshow(I);hold on
max_len = 0;
for k = 1:length(lines)
   xy = [lines(k).point1; lines(k).point2];
   plot(xy(:,1),xy(:,2),'LineWidth',2,'Color','green');

   % Plot beginnings and ends of lines
   plot(xy(1,1),xy(1,2),'x','LineWidth',2,'Color','blue');
   plot(xy(2,1),xy(2,2),'x','LineWidth',2,'Color','red');

   % Determine the endpoints of the longest line segment
   len = norm(lines(k).point1 - lines(k).point2);
   if ( len > max_len)
      max_len = len;
      xy_long = xy;
   end
end

From here, you can start thinking on what to delete. This is not straightforward unless you have a dictionary of symbols, e.g. how do you delete the line around the structures with >-< shape? do you delete all the middle pixels or do you keep the entire middle thin bar? You can only know this if you know how the symbol should be without the thick lines.

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