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The rapid progression of Generative Adversarial Networks (GANs) has raised a concern of their misuse for malicious purposes, especially in creating fake face images.
Deep learning face attributes in the wild,
Z. Liu, P. Luo, X. Wang, X. Tang, · 2015
Earlier work this paper cites.
S. Cole, We are truly fucked: Everyone is making ai-generated fake porn now, 2018. URL: https://www.vice.com/en/article/bjye8a/reddit-fake-porn-app-daisy-ridley
2018
Earlier work this paper cites.
Stargan: Unified generative adversarial networks for multi-domain image-to-image translation,
Y. Choi, M. Choi, M. Kim, J.-W. Ha, S. Kim, J. Choo, · 2018
Earlier work this paper cites.
Fake news,
T. Quandt, L. Frischlich, S. Boberg, T. Schatto-Eckrodt, · 2019
Earlier work this paper cites.
Detecting and simulating artifacts in gan fake images,
X. Zhang, S. Karaman, S.-F. Chang, · 2019
Earlier work this paper cites.
Fourier spectrum discrepancies in deep network generated images,
T. Dzanic, K. Shah, F. Witherden, · 2019
Cited alongside, same era.
Few-shot adversarial learning of realistic neural talking head models,
E. Zakharov, A. Shysheya, E. Burkov, V. Lempitsky, · 2019
Cited alongside, same era.
A style-based generator architecture for generative adversarial networks,
T. Karras, S. Laine, T. Aila, · 2019
Cited alongside, same era.
Voxceleb: Large-scale speaker verification in the wild,
A. Nagrani, J. S. Chung, W. Xie, A. Zisserman, · 2019
Cited alongside, same era.
Faketalkerdetect: Effective and practical realistic neural talking head detection with a highly unbalanced dataset,
H. Jeon, Y. Bang, S. S. Woo, · 2019
Cited alongside, same era.
Cnn-generated images are surprisingly easy to spot… for now,
S.-Y. Wang, O. Wang, R. Zhang, A. Owens, A. A. Efros, · 2020
Later among the works it cites.
Leveraging frequency analysis for deep fake image recognition,
J. Frank, T. Eisenhofer, L. Schönherr, A. Fischer, D. Kolossa, T. Holz, · 2020
Later among the works it cites.
Adversarial latent autoencoders,
S. Pidhorskyi, D. A. Adjeroh, G. Doretto, · 2020
Later among the works it cites.
Spatial frequency bias in convolutional generative adversarial networks,
M. Khayatkhoei, A. Elgammal, · 2020
Later among the works it cites.
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