Created
May 22, 2012 16:28
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Bidirectional Hough Transformation with ChunkyPNG
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require 'mathn' | |
require 'chunky_png' | |
def hough_transformation(img, cutoff=185, steps=1) | |
mx, my = img.width*0.5, img.height*0.5 | |
to_rad = Math::PI / 180.0 | |
hough = Hash.new(0) | |
img.width.times do |x| | |
#puts "#{x} of #{img.width}" | |
img.height.times do |y| | |
next if ChunkyPNG::Color.to_grayscale_bytes(img[x,y]).first < cutoff | |
(0...180).step(steps).each do |a| | |
rad = a * to_rad | |
d = (x-mx) * Math.cos(rad) + (y-my) * Math.sin(rad) | |
hough[[a.to_i, d.to_i]] += 1 | |
end | |
end | |
end | |
hough | |
end | |
def display_hough_transformation(hough, heatmap='heatmap.png', outname='hough.png') | |
heat = (ChunkyPNG::Image.from_file(heatmap) rescue nil) | |
max = hough.values.max | |
max_d = hough.max_by{|k,v| k[1].abs}[0][1].abs | |
out = ChunkyPNG::Image.new(180, max_d*2+1, ChunkyPNG::Color::BLACK) #TRANSPARENT | |
hough.each_pair do |k,v| | |
a, d = k | |
c = ((v / max) * 255).to_i | |
out[a, max_d + d] = heat ? heat[c, 0] : ChunkyPNG::Color.rgb(c,c,c) | |
end | |
out.save(outname) | |
end | |
#http://community.topcoder.com/tc?module=Static&d1=tutorials&d2=geometry2 | |
def draw_hough_lines(hough, img) | |
mx, my = img.width*0.5, img.height*0.5 | |
max = hough.values.max | |
to_rad = Math::PI / 180.0 | |
cutoff = max - (max / 2) | |
objects = hough.select{|k,v| v > cutoff} | |
p objects | |
img[mx,my] = ChunkyPNG::Color.rgb(0,255,0) | |
objects.each do |k,v| | |
a, d = k | |
a = a * to_rad | |
(-mx..mx).step(0.01).each do |x| | |
begin | |
y = ((1 / Math.sin(a)) * (d - x * Math.cos(a))) | |
img[(mx+x).to_i,(my+y).to_i] = ChunkyPNG::Color.rgb(255,0,0) | |
rescue | |
end | |
end | |
#img.circle(mx, my, d.abs, ChunkyPNG::Color.rgb(255,0,0)) | |
end | |
img.save('reverse_hough.png') | |
end | |
img = ChunkyPNG::Image.from_file('test.png') | |
puts "calculating hough transformation" | |
hough = hough_transformation(img) | |
puts "creating hough space image" | |
display_hough_transformation(hough, nil) | |
puts "creating reverse hough transformation image" | |
draw_hough_lines(hough, img) |
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