CA-GAN

We provide PyTorch implementation for CA-GAN and SCA-GAN.

Paper “Towards Realistic Face Photo-Sketch Synthesis via Composition-Aided GANs”

[Paper@IEEE] [Project@Github] [Paper@arxiv] [Project Page]

Generator Architecture of CA-GAN

Stacked CA-GAN (SCA-GAN)

Sample Result

left: sketch synthesis; right: photo synthesis

(a)Input Image, (b)cGAN, (c)CA-GAN, (d)SCA-GAN

Prerequisites

Getting Started

Installation

ca-gan train/test

Pre-trained models

Datasets

Result

Training/Test Tips

Best practice for training and testing your models. Feel free to ask any questions about coding. Xingxin Xu, jehovahxu@gmail.com

Citation

If you find this useful for your research, please cite our paper as:

@article{gao2020ca-gan,
	title = {Towards Realistic Face Photo-Sketch Synthesis via Composition-Aided GANs},
	author = {Jun Yu and Xingxin Xu and Fei Gao and Shengjie Shi and Meng Wang and Dacheng Tao and and Qingming Huang},
	booktitle = {IEEE Transactions on Cybernatics},
        doi = {10.1109/TCYB.2020.2972944},
	year = {2020},
	url = {https://github.com/fei-hdu/ca-gan},
}

Acknowledgments