trashnet / resize.py
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import os
import constants
import numpy as np
from scipy import misc, ndimage
def resize(image, dim1, dim2):
return misc.imresize(image, (dim1, dim2))
def fileWalk(directory, destPath):
try:
os.makedirs(destPath)
except OSError:
if not os.path.isdir(destPath):
raise
for subdir, dirs, files in os.walk(directory):
for file in files:
if len(file) <= 4 or file[-4:] != '.jpg':
continue
pic = misc.imread(os.path.join(subdir, file))
dim1 = len(pic)
dim2 = len(pic[0])
if dim1 > dim2:
pic = np.rot90(pic)
picResized = resize(pic,constants.DIM1, constants.DIM2)
misc.imsave(os.path.join(destPath, file), picResized)
def main():
prepath = os.path.join(os.getcwd(), 'dataset-original')
glassDir = os.path.join(prepath, 'glass')
paperDir = os.path.join(prepath, 'paper')
cardboardDir = os.path.join(prepath, 'cardboard')
plasticDir = os.path.join(prepath, 'plastic')
metalDir = os.path.join(prepath, 'metal')
trashDir = os.path.join(prepath, 'trash')
destPath = os.path.join(os.getcwd(), 'dataset-resized')
try:
os.makedirs(destPath)
except OSError:
if not os.path.isdir(destPath):
raise
#GLASS
fileWalk(glassDir, os.path.join(destPath, 'glass'))
#PAPER
fileWalk(paperDir, os.path.join(destPath, 'paper'))
#CARDBOARD
fileWalk(cardboardDir, os.path.join(destPath, 'cardboard'))
#PLASTIC
fileWalk(plasticDir, os.path.join(destPath, 'plastic'))
#METAL
fileWalk(metalDir, os.path.join(destPath, 'metal'))
#TRASH
fileWalk(trashDir, os.path.join(destPath, 'trash'))
if __name__ == '__main__':
main()