Skip to content

ssamot/DANN-keras

Folders and files

NameName
Last commit message
Last commit date

Latest commit

 

History

5 Commits
 
 
 
 
 
 
 
 

Repository files navigation

A keras implementation of a custom version of adversarial domain adaptation

Some code is borrowed from this repo 

[https://github.com/pumpikano/tf-dann/blob/master/Blobs-DANN.ipynb]

The method implemented combines these three papers: 


Ganin, Yaroslav, and Victor Lempitsky. "Unsupervised Domain Adaptation by Backpropagation." International Conference on Machine Learning. 2015.(http://sites.skoltech.ru/compvision/projects/grl/files/paper.pdf)
[Tzeng, Eric, et al. "Adversarial discriminative domain adaptation." Computer Vision and Pattern Recognition (CVPR). Vol. 1. No. 2. 2017.](http://openaccess.thecvf.com/content_cvpr_2017/papers/Tzeng_Adversarial_Discriminative_Domain_CVPR_2017_paper.pdf)
[Li, Yanghao, et al. "Revisiting batch normalization for practical domain adaptation." arXiv preprint arXiv:1603.04779 (2016).](https://arxiv.org/abs/1603.04779)

About

A simple implementation of domain adversarial training with GAN loss in Keras

Resources

License

Stars

Watchers

Forks

Releases

No releases published

Packages

No packages published