Reader JP asked me about my recent blog post on the Hough transform. Specifically, she wanted to know exactly how the rho-theta coordinate system was defined. When I answered her question, I realized that our documentation isn't very clear on this point, so I thought I'd post the answer here.
Suppose you have a pixel at (x=25, y=25). (Note that the Image Processing Toolbox convention is that the x-axis is the horizontal axis, the y-axis is the vertical axis, and the origin is at the upper left.) There is a family of lines that all go through (25,25). The solid blue line in the diagram below is one such line. Draw a perpendicular projection from the upper left pixel to the line; that's the dashed blue line below. The length of the projection is rho. The clockwise angle between the projection and the horizontal axis is theta.
x = [1 50 50 1 1]; y = [1 1 50 50 1]; plot(x,y,'k','LineWidth',2,'Clipping','off') axis equal axis ij axis off hold on plot(25,25,'k','Marker','o','MarkerSize',8,'MarkerFaceColor','k') plot([1 25], [1 25], 'b', 'LineWidth', 2, 'LineStyle', '--') plot([1 49], [49 1], 'b', 'LineWidth', 2) text(10,20,'\rho = 33.9') text(5,3,'\theta = 45^\circ') text(27,25,'(25,25)') text(-3,-1,'(1,1)') hold off
Let's try this with an image.
a = zeros(50,50); a(25,25) = 1; [H, theta, rho] = hough(a); imshow(H, , 'XData', theta, 'YData', rho, 'InitialMag', 'fit'); axis on xlabel('\theta') ylabel('\rho')
Zooming in around the theta = 0 point gives us this:
axis([-5 5 21 26])
There is a vertical line (theta = 0 degrees) that goes through the (25,25) pixel, and this line is 24 units away (perpendicular distance) from the upper left pixel.
Let's look at another spot.
axis([71 79 27 33])
There is another line through (25,25) whose perpendicular projection from (1,1) is 75 degrees from the horizontal axis. The length of perpendicular projection to this line from (1,1) is about 29 units.
That's about it. I'll ask our writer to add more information about the Hough transform coordinate system to the Users Guide.
(Note: The coordinate systems shown in Digital Image Processing by Gonzalez and Woods, as well as Digital Image Processing Using MATLAB by Gonzalez, Woods, and Eddins, are different from what I've shown here. In those sources, the x-axis is the vertical axis.)
Get the MATLAB code
Published with MATLAB® 7.3
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