canny edge detection, hough transform and find 10 peaks. use houghlines and fillgap to make an overlay in matlab

% Read the image
img = imread('my_image.jpg');

% Convert the image to grayscale
grayImg = rgb2gray(img);

% Apply Canny edge detection
edges = edge(grayImg, 'Canny');

% Apply Hough transform to detect lines
[H,theta,rho] = hough(edges);
peaks = houghpeaks(H,10);

% Find lines in the image using Hough lines
lines = houghlines(edges,theta,rho,peaks,'FillGap',100,'MinLength',200);

% Create an overlay of the detected lines on the original image
overlay = imoverlay(img, edges, [1 0 0]);
for k=1:length(lines)
   x1 = lines(k).point1(1);
   y1 = lines(k).point1(2);
   x2 = lines(k).point2(1);
   y2 = lines(k).point2(2);
   hold on;
   plot([x1 x2],[y1 y2],'LineWidth',2,'Color','green');
end

% Show the original image and the overlay with detected lines
imshow(img);
figure, imshow(overlay);
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