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TensorFlow 2.0 implementation of Improved Training of Wasserstein GANs

Home Page: https://arxiv.org/abs/1704.00028

License: MIT License

Python 100.00%
tensorflow tensorflow-wgan-gp tensorflow-datasets wasserstein-gan wgan-gp tensorflow2

tensorflow-wgan-gp's Introduction

TensorFlow 2.0 WGAN-GP

TensorFlow 2.0 implementation of Improved Training of Wasserstein GANs [1]. New/existing TensorFlow features found in this repository include eager execution, AutoGraph, Keras high-level API, and TensorFlow Datasets.

Requirements

Datasets

Usage

Install requirements

$ pip install -r requirements.txt

Train model

$ python main.py -dataset celeb_a -batch_size 64 -image_size 64

References

[1] Improved Training of Wasserstein GANs

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