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Github 專案推薦 | GAN 的 Keras 實現案例集合 —— Keras-GAN

該庫收集了大量用 Keras 實現的 GAN 案例程式碼以及論文,地址:

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

安裝:

$ 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

程式碼:

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

論文:

https://arxiv.org/abs/1610.09585

Adversarial Autoencoder

程式碼:

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

論文:

https://arxiv.org/abs/1511.05644

BiGAN

程式碼:

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

論文:

https://arxiv.org/abs/1605.09782

BGAN

程式碼:

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

論文:

https://arxiv.org/abs/1702.08431

CC-GAN

程式碼:

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

論文:

https://arxiv.org/abs/1611.06430

Context Encoder

程式碼:

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

論文:

https://arxiv.org/abs/1604.07379

CoGAN

程式碼:

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

論文:

https://arxiv.org/abs/1606.07536

CycleGAN

$ cd cyclegan
$ bash download_dataset.sh apple2orange
$ python3 cyclegan.py

程式碼:

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

論文:

https://arxiv.org/abs/1703.10593

檢視全部案例,請進入 Github 主頁:

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