Mercurial > ift6266

annotate transformations/add_background_image.py @ 66:bf83682c827b

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merge
author Xavier Glorot <glorotxa@iro.umontreal.ca>
date Tue, 09 Feb 2010 18:45:35 -0500
parents ab70fbca513c
children ee6a788557b6
rev   line source
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1 #!/usr/bin/python
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2 # -*- coding: iso-8859-1 -*-
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4 '''
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5 Implementation of random background adding to a specific image
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7 Author: Guillaume Sicard
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8 '''
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10 import sys, os, random, fnmatch
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11 import Image, numpy
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13 class AddBackground():
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14 def __init__(self, threshold = 128):
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15 self.h = 32
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16 self.w = 32
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17 self.threshold = threshold;
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18 self.bg_image_dir = '/data/lisa/data/ift6266h10/image_net/'
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19 self.pattern = '*.JPEG'
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20 self.image_files = fnmatch.filter(os.listdir(self.bg_image_dir),self.pattern)
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22 # get threshold value
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23 def get_settings_names(self):
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24 return [str(self.threshold)]
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25
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26 # no need, except for testmod.py
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27 def regenerate_parameters(self, complexity):
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28 value = random.gauss(0, 0.5*complexity)
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29 return [value]
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31 # load an image
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32 def load_image(self,filename):
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33 image = Image.open(filename).convert('L')
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34 image = numpy.asarray(image)
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35 image = (image / 255.0).astype(numpy.float32)
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36 return image
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38 # save an image
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39 def save_image(self,array, filename):
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40 image = (array * 255.0).astype('int')
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41 image = Image.fromarray(image)
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42 if (filename != ''):
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43 image.save(filename)
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44 else:
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45 image.show()
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47 # make a random 32x32 crop of an image
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48 def rand_crop(self,image):
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49 i_w, i_h = image.shape
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50 x, y = random.randint(0, i_w - self.w), random.randint(0, i_h - self.h)
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51 return image[x:x + self.w, y:y + self.h]
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53 # select a random background image from "bg_image_dir" and crops it
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54 def rand_bg_image(self):
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55 i = random.randint(0, len(self.image_files) - 1)
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57 image = self.load_image(self.bg_image_dir + self.image_files[i])
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58 self.bg_image = self.rand_crop(image)
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60 # set "bg_image" as background to "image", based on a pixels threshold
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61 def set_bg(self,image):
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62 b = (image < self.threshold / 255.0).astype(numpy.float32)
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63 return b * self.bg_image + ( 1 - b) * image
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65 # transform an image file and return an array
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66 def transform_image_from_file(self, filename):
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67 self.rand_bg_image()
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68 image = self.load_image(filename)
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69 image = self.set_bg(image)
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70 return image
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72 # standard array to array transform
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73 def transform_image(self, image):
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74 self.rand_bg_image()
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75 image = self.set_bg(image)
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76 return image
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78 # test method
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79 def test(self,filename):
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80 import time
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82 sys.stdout.write('Starting addBackground test : loading image')
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83 sys.stdout.flush()
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85 image = self.load_image(filename)
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87 t = 0
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88 n = 500
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89 for i in range(n):
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90 t0 = time.time()
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91 image2 = self.transform_image(image)
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92 t = ( i * t + (time.time() - t0) ) / (i + 1)
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93 sys.stdout.write('.')
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94 sys.stdout.flush()
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95
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96 print "Done!\nAverage time : " + str(1000 * t) + " ms"
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98 if __name__ == '__main__':
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100 myAddBackground = AddBackground()
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101 myAddBackground.test('./images/0-LiberationSans-Italic.ttf.jpg')