Mercurial > ift6266
diff transformations/add_background_image.py @ 32:4d4248f7e2fb
Modified background adding class for compliance with testmod.py
author | Guillaume Sicard <guitch21@gmail.com> |
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date | Mon, 01 Feb 2010 19:08:32 -0500 |
parents | 64dac4aabc04 |
children | ab70fbca513c |
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--- a/transformations/add_background_image.py Mon Feb 01 14:18:47 2010 -0500 +++ b/transformations/add_background_image.py Mon Feb 01 19:08:32 2010 -0500 @@ -1,80 +1,102 @@ #!/usr/bin/python # -*- coding: iso-8859-1 -*- -# usage : add_background_image.py "image_name" -# Chooses a random image in "image_dir" and set a random crop of it as a background to the character image "image_name" given as argument -################## -# import libraries -################## +''' + Implementation of random background adding to a specific image + + Author: Guillaume Sicard +''' import sys, os, random, fnmatch -import Image - -########### -# variables -########### -# don't forget the "/" at the end of directories +import Image, numpy -if len(sys.argv) < 2: - print "No argument, exiting" - sys.exit() +class AddBackground(): + def __init__(self, threshold = 128): + self.h = 32 + self.w = 32 + self.threshold = threshold; + self.bg_image_dir = './images/' + self.pattern = '*.jpg' -char_image = sys.argv[1] -image_dir = "./images/" -pattern = "*.jpg" -invert = False -threshold = 100; + # get threshold value + def get_settings_names(self): + return [str(self.threshold)] + + # no need, except for testmod.py + def regenerate_parameters(self, complexity): + value = random.gauss(0, 0.5*complexity) + return [value] -########### -# functions -########### + # load an image + def load_image(self,filename): + image = Image.open(filename).convert('L') + image = numpy.asarray(image) + image = (image / 255.0).astype(numpy.float32) + return image -# make a random 32x32 crop of image "image" and returns the new image_dir -def rand_crop(image): - w, h = image.size - x, y = random.randint(1,w - 32), random.randint(1,h - 32) + # save an image + def save_image(self,array, filename): + image = (array * 255.0).astype('int') + image = Image.fromarray(image) + if (filename != ''): + image.save(filename) + else: + image.show() - return image.crop((x, y, x + 32, y + 32)) - -# select a random image from "image_dir" and crops it -def rand_image(): - files = os.listdir(image_dir) - image_files = fnmatch.filter(files, pattern) - i = random.randint(0, len(image_files) - 1) + # make a random 32x32 crop of an image + def rand_crop(self,image): + i_w, i_h = image.shape + x, y = random.randint(0, i_w - self.w), random.randint(0, i_h - self.h) + return image[x:x + self.w, y:y + self.h] - image = Image.open(image_dir + image_files[i]).convert("L") + # select a random background image from "bg_image_dir" and crops it + def rand_bg_image(self): + files = os.listdir(self.bg_image_dir) + image_files = fnmatch.filter(files, self.pattern) + i = random.randint(0, len(image_files) - 1) - return rand_crop(image) - + image = self.load_image(self.bg_image_dir + image_files[i]) + self.bg_image = self.rand_crop(image) -# set "bg_image" as background to "image", based on a pixels threshold -def set_bg(image, bg_image, threshold): - pix = image.load() - bg_pix = bg_image.load() + # set "bg_image" as background to "image", based on a pixels threshold + def set_bg(self,image): + b = (image < self.threshold / 255.0).astype(numpy.float32) + return b * self.bg_image + ( 1 - b) * image - for x in range(1, 32): - for y in range(1, 32): - if pix[x, y] > threshold: - pix[x, y] = bg_pix[x, y] - elif invert: - pix[x, y] = 255 - pix[x, y] + # transform an image file and return an array + def transform_image_from_file(self, filename): + self.rand_bg_image() + image = self.load_image(filename) + image = self.set_bg(image) + return image - return image + # standard array to array transform + def transform_image(self, image): + self.rand_bg_image() + image = self.set_bg(image) + return image -###### -# main -###### + # test method + def test(self,filename): + import time -sys.stdout.write("Applying background to " + char_image + " with threshold " + str(threshold) + "... ") -sys.stdout.flush() + sys.stdout.write('Starting addBackground test : loading image') + sys.stdout.flush() + + image = self.load_image(filename) -image = Image.open(char_image).convert("L") - -bg_image = rand_image() + t = 0 + n = 500 + for i in range(n): + t0 = time.time() + image2 = self.transform_image(image) + t = ( i * t + (time.time() - t0) ) / (i + 1) + sys.stdout.write('.') + sys.stdout.flush() + + print "Done!\nAverage time : " + str(1000 * t) + " ms" -image = set_bg(image, bg_image, threshold) +if __name__ == '__main__': -image.save(char_image + "-bg.jpg") -#image.show() - -sys.stdout.write(" Done.\n") + myAddBackground = AddBackground() + myAddBackground.test('./images/0-LiberationSans-Italic.ttf.jpg')