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Deepfake represents a category of face-swapping attacks that leverage machine learning models such as autoencoders or generative adversarial networks.
Nonlinear principal component analysis using autoassociative neural networks
M. A. Kramer · 1991
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Poisoning attacks against support vector machines
B. Biggio, B. Nelson, and P. Laskov · 2012
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Generative adversarial nets
I. Goodfellow, J. Pouget-Abadie, M. Mirza, B. Xu, D. Warde-Farley, S. Ozair, A. Courville, and Y. Bengio · 2014
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Explaining and harnessing adversarial examples
I. J. Goodfellow, J. Shlens, and C. Szegedy · 2014
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TensorFlow: Large-scale machine learning on heterogeneous systems, 2015
M. Abadi, A. Agarwal, P. Barham, E. Brevdo, Z. Chen, C. Citro, G. S. Corrado, A. Davis, J. Dean, M. Devin, S. Ghemawat, I. Goodfellow, A. Harp, G. Irving, M. Isard, Y. Jia, R. Jozefowicz, L. Kaiser, M. Kudlur, J. Levenberg, D. Mané, R. Monga, S. Moore, D. Murray, C. Olah, M. Schuster, J. Shlens, B. Steiner, I. Sutskever, K. Talwar, P. Tucker, V. Vanhoucke, V. Vasudevan, F. Viégas, O. Vinyals, P. Warden, M. Wattenberg, M. Wicke, Y. Yu, and X. Zheng · 2015
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Perceptual losses for real-time style transfer and super-resolution
J. Johnson, A. Alahi, and L. Fei-Fei · 2016
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Towards evaluating the robustness of neural networks
N. Carlini and D. Wagner · 2017
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Image-to-image translation with conditional adversarial networks
P. Isola, J.-Y. Zhu, T. Zhou, and A. A. Efros · 2017
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Towards deep learning models resistant to adversarial attacks
A. Madry, A. Makelov, L. Schmidt, D. Tsipras, and A. Vladu · 2017
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Universal adversarial perturbations
S.-M. Moosavi-Dezfooli, A. Fawzi, O. Fawzi, and P. Frossard · 2017
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Ensemble adversarial training: Attacks and defenses
F. Tramèr, A. Kurakin, N. Papernot, I. Goodfellow, D. Boneh, and P. McDaniel · 2017
Cited alongside, same era.
Generative poisoning attack method against neural networks
C. Yang, Q. Wu, H. Li, and Y. Chen · 2017
Cited alongside, same era.
Two-stream neural networks for tampered face detection
P. Zhou, X. Han, V. I. Morariu, and L. S. Davis · 2017
Cited alongside, same era.
Unpaired image-to-image translation using cycle-consistent adversarial networks
J.-Y. Zhu, T. Park, P. Isola, and A. A. Efros · 2017
Cited alongside, same era.
Boosting adversarial attacks with momentum
Y. Dong, F. Liao, T. Pang, H. Su, J. Zhu, X. Hu, and J. Li · 2018
Cited alongside, same era.
Deep fakes: a looming challenge for privacy, democracy, and national security
R. Chesney and D. Citron · 2019
Later among the works it cites.
Hiding faces in plain sight: Disrupting ai face synthesis with adversarial perturbations
Y. Li, X. Yang, B. Wu, and S. Lyu · 2019
Later among the works it cites.
Faceforensics++: Learning to detect manipulated facial images
A. Rossler, D. Cozzolino, L. Verdoliva, C. Riess, J. Thies, and M. Nießner · 2019
Later among the works it cites.
Cnn-generated images are surprisingly easy to spot… for now
S.-Y. Wang, O. Wang, R. Zhang, A. Owens, and A. A. Efros · 2019
Later among the works it cites.
Mantra-net: Manipulation tracing network for detection and localization of image forgeries with anomalous features
Y. Wu, W. AbdAlmageed, and P. Natarajan · 2019
Later among the works it cites.
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Deepfake video detection using recurrent neural networks
D. Güera and E. J. Delp · 2018
Cited alongside, same era.
Exposing deepfake videos by detecting face warping artifacts
Y. Li and S. Lyu · 2018
Cited alongside, same era.
Poison frogs! targeted clean-label poisoning attacks on neural networks
A. Shafahi, W. R. Huang, M. Najibi, O. Suciu, C. Studer, T. Dumitras, and T. Goldstein · 2018
Cited alongside, same era.
Self-attention generative adversarial networks
H. Zhang, I. Goodfellow, D. Metaxas, and A. Odena · 2018
Cited alongside, same era.
faceswap
deepfakes
Cited in the paper.
faceswap-gan
S.-A. Lu
Cited in the paper.
The emergence of deepfake technology: a review
M. Westerlund
Cited in the paper.
Exposing deep fakes using inconsistent head poses
X. Yang, Y. Li, and S. Lyu · 2019
Later among the works it cites.
Evading deepfake-image detectors with white-and black-box attacks
N. Carlini and H. Farid · 2020
Closest in time.
Face x-ray for more general face forgery detection
T. Z. H. Y. D. C. F. W. Lingzhi Li, Jianmin Bao and B. Guo · 2020
Closest in time.
Adversarial deepfakes: Evaluating vulnerability of deepfake detectors to adversarial examples
P. Neekhara, S. Hussain, M. Jere, F. Koushanfar, and J. McAuley · 2020
Closest in time.