"""Lines finding module."""
from functools import partial
import sys
from math import sin, cos, pi
try:
from PIL import Image, ImageDraw
except ImportError, msg:
print >> sys.stderr, msg
sys.exit(1)
import filters
from hough import Hough
import ransac
[docs]def prepare(image, show_image, logger):
# TODO comment
im_l = image.convert('L')
show_image(im_l, "ITU-R 601-2 luma transform")
logger("edge detection")
im_edges = filters.edge_detection(im_l)
show_image(im_edges, "edge detection")
im_h = filters.high_pass(im_edges, 100)
show_image(im_h, "high pass filters")
return im_h
[docs]def run_ransac(image):
# TODO comment
# TODO vizualize this
image_l = image.load()
width, height = image.size
data = []
for y in xrange(0, height):
for x in xrange(0, width):
if image_l[x, y] > 128:
data.append((x, y))
if y < 30:
data.append((width - x, y + height))
dist = 3
[(line, points), (line2, points2)] = ransac.ransac_multi(2, data, dist, 250)
line_to_points = lambda (a, b, c), x: (x, (a*x + c) / (- b))
# TODO width should not be here vvv
# TODO refactor gridf to use standard equations instead of points
line = [line_to_points(line, 0), line_to_points(line, width - 1)]
line2 = [line_to_points(line2, 0), line_to_points(line2, width - 1)]
return [sorted(points), sorted(points2)], line, line2
[docs]def find_lines(image, show_image, logger):
"""Find lines in the *image*."""
logger("preprocessing")
show_image(image, "original image")
im_h = prepare(image, show_image, logger)
hough = Hough.default(im_h)
logger("hough transform")
im_h2 = transform(im_h, hough, show_image)
logger("finding the lines")
r_lines, l1, l2 = run_ransac(im_h2)
lines = map(hough.lines_from_list, r_lines)
# TODO refactor gridf to get rid of this:
bounds = sum(map(lambda l: [l[0], l[-1]], r_lines), [])
# sum(list, []) = flatten list
# TODO do this only if show_all is true:
image_g = image.copy()
draw = ImageDraw.Draw(image_g)
for line in [l for s in lines for l in s]:
draw.line(line_from_angl_dist(line, image.size), fill=(120, 255, 120))
show_image(image_g, "lines")
return lines, l1, l2, bounds, hough # TODO
[docs]def line_from_angl_dist((angle, distance), size):
"""Take *angle* and *distance* (from the center of the image) of a line and
size of the image. Return the line represented by two points."""
if pi / 4 < angle < 3 * pi / 4:
y1 = - size[1] / 2
x1 = int(round((y1 * cos(angle) + distance) / sin(angle))) + size[0] / 2
y2 = size[1] / 2
x2 = int(round((y2 * cos(angle) + distance) / sin(angle))) + size[0] / 2
return [(x1, 0), (x2, size[1])]
else:
x1 = - size[0] / 2
y1 = int(round((x1 * sin(angle) - distance) / cos(angle))) + size[1] / 2
x2 = size[0] / 2
y2 = int(round((x2 * sin(angle) - distance) / cos(angle))) + size[1] / 2
return [(0, y1), (size[0], y2)]