Add dataset
Browse files- README.txt +1 -0
- constants.py +9 -0
- dataset-original.zip +3 -0
- dataset-resized.zip +3 -0
- resize.py +66 -0
README.txt
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The datasets have been zipped for simplicity. If using this dataset, please give a citation of the repository at github.com/garythung/trashnet. Please refer to the repository for more details about the files.
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constants.py
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GLASS = 0
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PAPER = 1
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CARDBOARD = 2
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PLASTIC = 3
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METAL = 4
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TRASH = 5
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DIM1 = 384
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DIM2 = 512
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dataset-original.zip
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version https://git-lfs.github.com/spec/v1
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oid sha256:4e46374d6da507b3ac5934a0e7769c21235d9ed0e2329da72ca847f866e5f706
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size 3634187193
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dataset-resized.zip
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version https://git-lfs.github.com/spec/v1
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oid sha256:c060e8abfe5d6de0578ca15be1ed8ad0794a865d333c3473d53d1d9ad6e38b8c
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size 42834870
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resize.py
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import os
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import constants
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import numpy as np
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from scipy import misc, ndimage
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def resize(image, dim1, dim2):
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return misc.imresize(image, (dim1, dim2))
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def fileWalk(directory, destPath):
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try:
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os.makedirs(destPath)
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except OSError:
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if not os.path.isdir(destPath):
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raise
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for subdir, dirs, files in os.walk(directory):
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for file in files:
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if len(file) <= 4 or file[-4:] != '.jpg':
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continue
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pic = misc.imread(os.path.join(subdir, file))
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dim1 = len(pic)
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dim2 = len(pic[0])
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if dim1 > dim2:
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pic = np.rot90(pic)
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picResized = resize(pic,constants.DIM1, constants.DIM2)
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misc.imsave(os.path.join(destPath, file), picResized)
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def main():
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prepath = os.path.join(os.getcwd(), 'dataset-original')
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glassDir = os.path.join(prepath, 'glass')
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paperDir = os.path.join(prepath, 'paper')
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cardboardDir = os.path.join(prepath, 'cardboard')
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plasticDir = os.path.join(prepath, 'plastic')
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metalDir = os.path.join(prepath, 'metal')
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trashDir = os.path.join(prepath, 'trash')
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destPath = os.path.join(os.getcwd(), 'dataset-resized')
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try:
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os.makedirs(destPath)
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except OSError:
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if not os.path.isdir(destPath):
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raise
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#GLASS
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fileWalk(glassDir, os.path.join(destPath, 'glass'))
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#PAPER
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fileWalk(paperDir, os.path.join(destPath, 'paper'))
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#CARDBOARD
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fileWalk(cardboardDir, os.path.join(destPath, 'cardboard'))
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#PLASTIC
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fileWalk(plasticDir, os.path.join(destPath, 'plastic'))
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#METAL
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fileWalk(metalDir, os.path.join(destPath, 'metal'))
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#TRASH
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fileWalk(trashDir, os.path.join(destPath, 'trash'))
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if __name__ == '__main__':
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main()
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