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#! /usr/bin/env python
import sys
from PIL import Image
IMAGEDATABASE = '../imageDatabase/'
NUMBEROFPIXELS = 128*192
NUMBEROFIMAGES = 1000
NUMBEROFBINS = 512
SCALE = 256
NOOFDIVISION = int(round(pow(NUMBEROFBINS,1.0/3)))
def getbin(r,g,b):
rp=r/(SCALE/NOOFDIVISION)
gp=g/(SCALE/NOOFDIVISION)
bp=b/(SCALE/NOOFDIVISION)
return rp*NOOFDIVISION**2+gp*NOOFDIVISION**1+bp
fout = open('csd.txt','w')
fout.write(str(NUMBEROFIMAGES)+'\n')
fout.write(str(NUMBEROFBINS)+'\n')
for m in range(1,NUMBEROFIMAGES+1):
print 'generating csd for',str(m)+'.jpg'
fout.write(str(m)+'.jpg\n')
im = Image.open(IMAGEDATABASE+str(m)+'.jpg')
freq = [0 for i in range(NUMBEROFBINS+1)]
pixels = list(im.getdata())
width, height = im.size
for i in range(height-4):
for j in range(width-4):
Bins = []
for k in range(4):
for l in range(4):
r,g,b = pixels[(i+k)*width+(j+l)]
Bins.append(getbin(r,g,b))
Bins = list(set(Bins))
for k in Bins: freq[k] = freq[k]+1
for i in range(NUMBEROFBINS):
fout.write(str(freq[i]/(NUMBEROFPIXELS*1.0))+'\n')
fout.close()
print 'Done!'