GAN is a friend or foe?: a framework to detect various fake face images.
Detecting Both Machine and Human Created Fake Face Images In the Wild.
If you find our work useful for your research, please consider citing the following papers :)
@inproceedings{10.1145/3297280.3297410,
author = {Tariq, Shahroz and Lee, Sangyup and Kim, Hoyoung and Shin, Youjin and Woo, Simon S.},
title = {GAN is a Friend or Foe? A Framework to Detect Various Fake Face Images},
year = {2019},
isbn = {9781450359337},
publisher = {Association for Computing Machinery},
address = {New York, NY, USA},
url = {https://doi.org/10.1145/3297280.3297410},
doi = {10.1145/3297280.3297410},
booktitle = {Proceedings of the 34th ACM/SIGAPP Symposium on Applied Computing},
pages = {1296–1303},
numpages = {8},
location = {Limassol, Cyprus},
series = {SAC '19}
}
@inproceedings{10.1145/3267357.3267367,
author = {Tariq, Shahroz and Lee, Sangyup and Kim, Hoyoung and Shin, Youjin and Woo, Simon S.},
title = {Detecting Both Machine and Human Created Fake Face Images In the Wild},
year = {2018},
isbn = {9781450359887},
publisher = {Association for Computing Machinery},
address = {New York, NY, USA},
url = {https://doi.org/10.1145/3267357.3267367},
doi = {10.1145/3267357.3267367},
booktitle = {Proceedings of the 2nd International Workshop on Multimedia Privacy and Security},
pages = {81–87},
numpages = {7},
keywords = {fake image detection, image forensics, generative adversarial network},
location = {Toronto, Canada},
series = {MPS '18}
}
@article{LEE2021107256,
title = {Detecting handcrafted facial image manipulations and GAN-generated facial images using Shallow-FakeFaceNet},
journal = {Applied Soft Computing},
volume = {105},
pages = {107256},
year = {2021},
issn = {1568-4946},
doi = {https://doi.org/10.1016/j.asoc.2021.107256},
url = {https://www.sciencedirect.com/science/article/pii/S1568494621001794},
author = {Sangyup Lee and Shahroz Tariq and Youjin Shin and Simon S. Woo},
keywords = {Soft computing, Fake media content detection, Fake image dataset, Multimedia forensics, GAN-generated image detection, Deepfake detection}
}