Generation and Detection of Media Clones
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- ECHIZEN Isao
- National Institute of Informatics
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- BABAGUCHI Noboru
- Osaka University
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- YAMAGISHI Junichi
- National Institute of Informatics
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- NITTA Naoko
- Osaka University
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- NAKASHIMA Yuta
- Osaka University
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- NAKAMURA Kazuaki
- Osaka University
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- KONO Kazuhiro
- Kansai University
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- FANG Fuming
- National Institute of Informatics
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- MYOJIN Seiko
- Osaka University
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- KUANG Zhenzhong
- Osaka University
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- NGUYEN Huy H.
- National Institute of Informatics
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- TIEU Ngoc-Dung T.
- National Institute of Informatics
Description
<p>With the spread of high-performance sensors and social network services (SNS) and the remarkable advances in machine learning technologies, fake media such as fake videos, spoofed voices, and fake reviews that are generated using high-quality learning data and are very close to the real thing are causing serious social problems. We launched a research project, the Media Clone (MC) project, to protect receivers of replicas of real media called media clones (MCs) skillfully fabricated by means of media processing technologies. Our aim is to achieve a communication system that can defend against MC attacks and help ensure safe and reliable communication. This paper describes the results of research in two of the five themes in the MC project: 1) verification of the capability of generating various types of media clones such as audio, visual, and text derived from fake information and 2) realization of a protection shield for media clones' attacks by recognizing them.</p>
Journal
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- IEICE Transactions on Information and Systems
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IEICE Transactions on Information and Systems E104.D (1), 12-23, 2021-01-01
The Institute of Electronics, Information and Communication Engineers
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Keywords
Details 詳細情報について
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- CRID
- 1391131406295168640
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- NII Article ID
- 130007965147
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- ISSN
- 17451361
- 09168532
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- Text Lang
- en
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- Article Type
- journal article
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- Data Source
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- JaLC
- Crossref
- CiNii Articles
- KAKEN
- OpenAIRE
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- Abstract License Flag
- Disallowed