#!/usr/bin/env python # Software License Agreement (BSD License) # # Copyright (c) 2012, Philipp Wagner # All rights reserved. # # Redistribution and use in source and binary forms, with or without # modification, are permitted provided that the following conditions # are met: # # * Redistributions of source code must retain the above copyright # notice, this list of conditions and the following disclaimer. # * Redistributions in binary form must reproduce the above # copyright notice, this list of conditions and the following # disclaimer in the documentation and/or other materials provided # with the distribution. # * Neither the name of the author nor the names of its # contributors may be used to endorse or promote products derived # from this software without specific prior written permission. # # THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS # "AS IS" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT # LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS # FOR A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE # COPYRIGHT OWNER OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, # INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, # BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; # LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER # CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT # LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN # ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE # POSSIBILITY OF SUCH DAMAGE. import sys, math, Image def Distance(p1,p2): dx = p2[0] - p1[0] dy = p2[1] - p1[1] return math.sqrt(dx*dx+dy*dy) def ScaleRotateTranslate(image, angle, center = None, new_center = None, scale = None, resample=Image.BICUBIC): if (scale is None) and (center is None): return image.rotate(angle=angle, resample=resample) nx,ny = x,y = center sx=sy=1.0 if new_center: (nx,ny) = new_center if scale: (sx,sy) = (scale, scale) cosine = math.cos(angle) sine = math.sin(angle) a = cosine/sx b = sine/sx c = x-nx*a-ny*b d = -sine/sy e = cosine/sy f = y-nx*d-ny*e return image.transform(image.size, Image.AFFINE, (a,b,c,d,e,f), resample=resample) def CropFace(image, eye_left=(0,0), eye_right=(0,0), offset_pct=(0.2,0.2), dest_sz = (70,70)): # calculate offsets in original image offset_h = math.floor(float(offset_pct[0])*dest_sz[0]) offset_v = math.floor(float(offset_pct[1])*dest_sz[1]) # get the direction eye_direction = (eye_right[0] - eye_left[0], eye_right[1] - eye_left[1]) # calc rotation angle in radians rotation = -math.atan2(float(eye_direction[1]),float(eye_direction[0])) # distance between them dist = Distance(eye_left, eye_right) # calculate the reference eye-width reference = dest_sz[0] - 2.0*offset_h # scale factor scale = float(dist)/float(reference) # rotate original around the left eye image = ScaleRotateTranslate(image, center=eye_left, angle=rotation) # crop the rotated image crop_xy = (eye_left[0] - scale*offset_h, eye_left[1] - scale*offset_v) crop_size = (dest_sz[0]*scale, dest_sz[1]*scale) image = image.crop((int(crop_xy[0]), int(crop_xy[1]), int(crop_xy[0]+crop_size[0]), int(crop_xy[1]+crop_size[1]))) # resize it image = image.resize(dest_sz, Image.ANTIALIAS) return image def readFileNames(): try: inFile = open('path_to_created_csv_file.csv') except: raise IOError('There is no file named path_to_created_csv_file.csv in current directory.') return False picPath = [] picIndex = [] for line in inFile.readlines(): if line != '': fields = line.rstrip().split(';') picPath.append(fields[0]) picIndex.append(int(fields[1])) return (picPath, picIndex) if __name__ == "__main__": [images, indexes]=readFileNames() if not os.path.exists("modified"): os.makedirs("modified") for img in images: image = Image.open(img) CropFace(image, eye_left=(252,364), eye_right=(420,366), offset_pct=(0.1,0.1), dest_sz=(200,200)).save("modified/"+img.rstrip().split('/')[1]+"_10_10_200_200.jpg") CropFace(image, eye_left=(252,364), eye_right=(420,366), offset_pct=(0.2,0.2), dest_sz=(200,200)).save("modified/"+img.rstrip().split('/')[1]+"_20_20_200_200.jpg") CropFace(image, eye_left=(252,364), eye_right=(420,366), offset_pct=(0.3,0.3), dest_sz=(200,200)).save("modified/"+img.rstrip().split('/')[1]+"_30_30_200_200.jpg") CropFace(image, eye_left=(252,364), eye_right=(420,366), offset_pct=(0.2,0.2)).save("modified/"+img.rstrip().split('/')[1]+"_20_20_70_70.jpg")