ShallowNet (All versions)

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.

Detecting handcrafted facial image manipulations and GAN-generated facial images using Shallow-FakeFaceNet

Citations

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}
}