基本信息
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职业迁徙
个人简介
Currently, my main interests include generative models, image translation, adversarial attacks, facial analysis and simulation. My current goals are (1) to develop methods to protect one's image and likeness by developing effective adversarial attacks against deepfake generation systems (2) to develop methods that intelligently use simulated data in order to test and train machine learning models with an application on decreasing bias of face analysis systems. My larger goal is to understand how deep neural networks learn and generalize. I believe new ways of exploring generalization are needed for this problem, such as using adversarial attacks or testing networks on adversarially generated synthetic data. I also enjoy building interesting and visually appealing demos of my research work and sharing them.
研究兴趣
论文共 27 篇作者统计合作学者相似作者
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引用量
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CoRR (2023)
CoRR (2023)
引用0浏览0EI引用
0
0
Amit Raj, Srinivas Kaza,Ben Poole, Michael Niemeyer,Nataniel Ruiz, Ben Mildenhall, Shiran Zada,Kfir Aberman, Michael Rubinstein,Jonathan Barron, Yuanzhen Li,Varun Jampani
Kihyuk Sohn,Nataniel Ruiz,Kimin Lee, Daniel Castro Chin,Irina Blok,Huiwen Chang,Jarred Barber,Lu Jiang, Glenn Entis,Yuanzhen Li,Yuan Hao,Irfan Essa,
CoRR (2023)
引用43浏览0EI引用
43
0
CVPR 2023 (2023): 22500-22510
AAAIno. 12 (2023): 14478-14486
引用1浏览0EI引用
1
0
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作者统计
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D-Core
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