Mercurial > ift6266
view transformations/add_background_image.py @ 35:e05715e4554d
first commit, the module has been tested with testmod.py, it has no timing
author | youssouf |
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date | Tue, 02 Feb 2010 10:11:33 -0500 |
parents | 4d4248f7e2fb |
children | ab70fbca513c |
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#!/usr/bin/python # -*- coding: iso-8859-1 -*- ''' Implementation of random background adding to a specific image Author: Guillaume Sicard ''' import sys, os, random, fnmatch import Image, numpy class AddBackground(): def __init__(self, threshold = 128): self.h = 32 self.w = 32 self.threshold = threshold; self.bg_image_dir = './images/' self.pattern = '*.jpg' # 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] # 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 # 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() # 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] # 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) 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(self,image): b = (image < self.threshold / 255.0).astype(numpy.float32) return b * self.bg_image + ( 1 - b) * image # 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 # standard array to array transform def transform_image(self, image): self.rand_bg_image() image = self.set_bg(image) return image # test method def test(self,filename): import time sys.stdout.write('Starting addBackground test : loading image') sys.stdout.flush() image = self.load_image(filename) 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" if __name__ == '__main__': myAddBackground = AddBackground() myAddBackground.test('./images/0-LiberationSans-Italic.ttf.jpg')