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Deepfake DetectionReal-World

Do deepfake detectors work in reality?

Simiao Ren, Disha Patil, Kidus Zewde, Dennis Ng, Hengwei Xu, Shengkai Jiang, Ramini Desai, Ning-Yau Cheng, Yining Zhou, Ragavi Muthukrishnan

How to cite

@inproceedings{ren2025deepfake,
  title={Do deepfake detectors work in reality?},
  author={Ren, Simiao and Patil, Disha and Zewde, Kidus and Ng, Tsang Dennis and Xu, Hengwei and Jiang, Shengkai and Desai, Ramini and Cheng, Ning-Yau and Zhou, Yining and Muthukrishnan, Ragavi},
  booktitle={Proceedings of the 4th workshop on security implications of deepfakes and cheapfakes},
  pages={21--26},
  year={2025}
}

Associated datasets

Real-World Faceswap Dataset (RWFS)

A real-world faceswap collection used to evaluate deepfake detectors against in-the-wild manipulations rather than lab-only synthetics.

Do deepfake detectors work in reality? – ScamAI Research | ScamAI