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Mutate

mutate is a command line tool for generating many new versions of images by applying and compositing random image operations. This can be useful when generating large amounts neural networking training data, which is exactly why the tool was created.

Example output images

Example usage

Create 10 new version of lena.jpg, will create lena-1.jpg, lena-2.jpg, ..., lena-n.jpg.

$ mutate -n 10 lena.jpg

Create 1 new version of lena.jpg, applying 50 random operations before saving:

$ mutate -n 1 -p 50 lena.jpg

Create 10,000 new versions of lena.jpg, slightly lowered chaos level and 15 operations per image, save the results in the directory /srv/storage0:

$ mutate -n 10000 -p 15 -c 0.15 lena.jpg -o /srv/storage0

The montage in this README was generated with:

$ mutate -n 42 -c 0.15 lena.jpg -o out/
$ montage out/*.jpg example.jpg # imagemagick tool

Building and dependencies

mutate depends on ImageMagick/MagickWand.

Debian users:

$ sudo apt-get install libmagickwand-dev

Building and running:

$ make
$ ./mutate -n 1 -p 10 lena.jpg

Operations applied by mutate

List of planned or implemented operations applied by mutate:

Color operations:

  • Contrast normalization
  • Contrast stretching
  • Histogram equalization
  • Midtone color tinting
  • Modulation
  • Hue modulation
  • Constant add/subtract
  • Solarize
  • Color LUT
  • Grayscale
  • Levels
  • Auto levels
  • Auto gamma
  • Sigmoidal contrast

Geometric operations

  • Rotation
  • Zoom
  • Perspective
  • Wave
  • Implode
  • Swirl

Misc operations

  • Tilt-Shift
  • Pixelate
  • Chroma Key Masking
  • Edge detection
  • Add background
  • Blur
  • Hardlight fabric
  • Pencil sketch

Authors

License

Copyright (c) 2017 Teorem AB

Mutate is free and licensed under the MIT license.