Frontiers in Fake Media Generation and Detection / Studies in Autonomic, Data-driven and Industrial Computing (PDF)
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The book presents recent advances in the generation and detection of fake multimedia. It also presents some frontiers in defensive techniques in front of skillfully cloned media. The ultimate purpose of the research direction presented by this book is to build up a trustworthy media network benefited by an iron dome in front of media clones' attacks. The book focusses on (1) applications of deep generative models in the generation of fake multimedia, and (2) cyber-defensive and detective techniques in front of cyberattacks. The book is composed of three parts: (i) introduction, (ii) fake media generation, and (iii) fake media detection.
Mahdi Khosravy was born in Birjand, Iran, 1979. He received BSc. in Electrical Engineering (bio-electric) from the Sahand University of Technology, Tabriz, Iran, and MSc. in Biomedical Engineering (bio-electric) from Beheshti University of Medical Studies, Tehran, Iran. Mahdi received his Ph.D. in Interdisciplinary Intelligent Systems from University of the Ryukyus, Okinawa, Japan. He was awarded by the head of the University for excellence in research activities. To grow his international experience in education and research, in September 2010, he joined the University of Information Science and Technology, North Macedonia. In July 2017, he became an associate professor. August 2018 he joined the Energy lab in the University of the Ryukyus, Japan as a Visiting Researcher, and from April 2018 to September 2019, he was jointly a visiting associate professor in the Electrical Engineering Department, Federal University of Juiz de Fora in Brazil. From 2019 to 2021, he was a specially appointed researcher in Osaka University under the MediaClone project. Currently, he is a senior research scientist in Cross Labs, Cross-compass Ltd. Tokyo, Japan. He is a member of IEEE.
Isao Echizen received B.S., M.S., and D.E. degrees from the Tokyo Institute of Technology, Japan, in 1995, 1997, and 2003, respectively. He joined Hitachi, Ltd. in 1997 and until 2007 was a research engineer in the company's systems development laboratory. He is currently a director and a professor of the Information and Society Research Division, the National Institute of Informatics (NII), a director of the Global Research Center for Synthetic Media, the NII, and a professor in the Department of Information and Communication Engineering, Graduate School of Information Science and Technology, The University of Tokyo, Japan. He was a visiting professor at Tsuda University, Japan, at the University of Freiburg, Germany, and at the University of Halle-Wittenberg,
Noboru Babaguchi received the B.E., M.E. and Ph.D. degrees in communication engineering from Osaka University, in 1979, 1981 and 1984, respectively. He is currently a Professor of the Department of Information and Communications Technology, Osaka University. From 1996 to 1997, he was a Visiting Scholar at the University of California, San Diego. His research interests include image/video analysis, multimedia computing and intelligent systems. Recently, he has been engaged in privacy protection for visual information, and security and fabrication of multimedia. He has published over 250 journal and conference papers and several textbooks. Prof. Babaguchi received Best Paper Award of PCM2006 and IAS2009. He is on the editorial board of Multimedia Tools and Applications, and New Generation Computing. He served as a Guest Editor of IEEE TIFS, Special Issue onIntelligent Video Surveillance for Public Security & Personal Privacy He also served as a workshop Co-chair of MIR2001, a Track Co-chair of IEEEICME2006, a General Co-chair of MMM2008, a Sub-Track Chair of APSIPAASC 2009, a General Co-Chair of ACM Multimedia 2012, a Track Co-Chair of ICPR2012, an Area Chair of IEEE ICME2013, and an Honorary Co-Chair of ACM ICMR2018. He also served on program committee of international conferences in multimedia related fields. He is a Fellow of IEICE, a Senior Member of IEEE, and a member of ACM, IPSJ, ITE and JSAI.
- 2022, 1st ed. 2022, 273 Seiten, Englisch
- Herausgegeben: Mahdi Khosravy, Isao Echizen, Noboru Babaguchi
- Verlag: Springer Nature Singapore
- ISBN-10: 9811915245
- ISBN-13: 9789811915246
- Erscheinungsdatum: 28.05.2022
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