alecGraves / cyclegan_keras

cyclegan reimplimented in keras

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cyclegan_keras

CycleGAN reimplimented in Keras

What has been made?

  • Instance Norm layer for keras
  • Cycle loss function for keras
  • Test cyclegan training script

What needs to be done?

  • Bigger models for non-mnist images need to be created
  • All of the generator training models should probably be convered into one model for a real problem.
  • Fix the upscaling on generator models

Pictures!

For the test training script, I decided to have cyclegan learn a mapping from cat pictures to mnist pictures (and back). This took like 10 hours on a Nvidia GTX 1060 using the training parameters in mnist_test.py.

Here are some results (from various stages of training):

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About

cyclegan reimplimented in keras

License:The Unlicense


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Language:Python 100.0%