Github 项目推荐 | GAN 的 Keras 实现案例集合 —— Keras-GAN

2018-03-16 09:12:24 浏览数 (1)

该库收集了大量用 Keras 实现的 GAN 案例代码以及论文,地址:

https://github.com/eriklindernoren/Keras-GAN

安装:

代码语言:javascript复制
$ git clone https://github.com/eriklindernoren/Keras-GAN
$ cd Keras-GAN
$ sudo pip3 install -r requirements.txt

主要包括以下案例:

AC-GAN

代码:

https://github.com/eriklindernoren/Keras-GAN/blob/master/acgan/acgan.py

论文:

https://arxiv.org/abs/1610.09585

Adversarial Autoencoder

代码:

https://github.com/eriklindernoren/Keras-GAN/blob/master/aae/adversarial_autoencoder.py

论文:

https://arxiv.org/abs/1511.05644

BiGAN

代码:

https://github.com/eriklindernoren/Keras-GAN/blob/master/bigan/bigan.py

论文:

https://arxiv.org/abs/1605.09782

BGAN

代码:

https://github.com/eriklindernoren/Keras-GAN/blob/master/bgan/bgan.py

论文:

https://arxiv.org/abs/1702.08431

CC-GAN

代码:

https://github.com/eriklindernoren/Keras-GAN/blob/master/ccgan/ccgan.py

论文:

https://arxiv.org/abs/1611.06430

Context Encoder

代码:

https://github.com/eriklindernoren/Keras-GAN/blob/master/context_encoder/context_encoder.py

论文:

https://arxiv.org/abs/1604.07379

CoGAN

代码:

https://github.com/eriklindernoren/Keras-GAN/blob/master/cogan/cogan.py

论文:

https://arxiv.org/abs/1606.07536

CycleGAN

代码语言:javascript复制
$ cd cyclegan
$ bash download_dataset.sh apple2orange
$ python3 cyclegan.py

代码:

https://github.com/eriklindernoren/Keras-GAN/blob/master/cyclegan/cyclegan.py

论文:

https://arxiv.org/abs/1703.10593

查看全部案例,请进入 Github 主页:

https://github.com/eriklindernoren/Keras-GAN

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