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Cascaded-Hop For DeepFake Videos Detection

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成果类型:
期刊论文
作者:
Zhang, Dengyong;Wu, Pengjie;Li, Feng;Zhu, Wenjie;Sheng, Victor S.
通讯作者:
Li, F.
作者机构:
[Zhu, Wenjie; Li, Feng; Wu, Pengjie; Zhang, Dengyong] Changsha Univ Sci & Technol, Hunan Prov Key Lab Intelligent Proc Big Data Tran, Changsha 410114, Peoples R China.
[Zhu, Wenjie; Li, Feng; Wu, Pengjie; Zhang, Dengyong] Changsha Univ Sci & Technol, Sch Comp & Commun Engn, Changsha 410114, Peoples R China.
[Sheng, Victor S.] Texas Tech Univ, Dept Comp Sci, Lubbock, TX 79409 USA.
通讯机构:
Hunan Provincial Key Laboratory of Intelligent Processing of Big Data on Transportation, Changsha University of Science and Technology, Changsha, China
语种:
英文
关键词:
Classification (of information);Face recognition;Learning systems;Deepfake detection;Face manipulation;Identity information;Learning technology;Machine-learning;Manipulation tools;Pixelhop++;Subspace learning;Successive subspace learning;Video detection;Deep learning
期刊:
KSII TRANSACTIONS ON INTERNET AND INFORMATION SYSTEMS
ISSN:
1976-7277
年:
2022
卷:
16
期:
5
页码:
1671-1686
基金类别:
This work was supported in part by National Natural Science Foundation of China (62172059, 62072055), Hunan Provincial Natural Science Foundations of China (2020JJ4626), Scientific Research Fund of Hunan Provincial Education Department of China under Grant (19B004), Postgraduate Scientific Research Innovation Project of Changsha University of Science and Technology (CX2021SS76).
机构署名:
本校为第一机构
院系归属:
计算机与通信工程学院
摘要:
Face manipulation tools represented by Deepfake have threatened the security of people's biological identity information. Particularly, manipulation tools with deep learning technology have brought great challenges to Deepfake detection. There are many solutions for Deepfake detection based on traditional machine learning and advanced deep learning. However, those solutions of detectors almost have problems of poor performance when evaluated on different quality datasets. In this paper, for the sake of making high-quality Deepfake datasets, we ...

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