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The Age of Synthetic Realities: Challenges and Opportunities

  • João Phillipe Cardenuto*
  • , Jing Yang
  • , Rafael Padilha
  • , Renjie Wan
  • , Daniel Moreira
  • , Haoliang Li
  • , Shiqi Wang
  • , Fernanda Andaló
  • , Sébastien Marcel
  • , Anderson Rocha
  • *此作品的通讯作者
  • Universidade Estadual de Campinas
  • Hong Kong Baptist University
  • Loyola University Chicago
  • City University of Hong Kong
  • IDIAP Research Institute
  • University of Lausanne

科研成果: 期刊稿件文献综述同行评审

摘要

Synthetic realities are digital creations or augmentations that are contextually generated through the use of Artificial Intelligence (AI) methods, leveraging extensive amounts of data to construct new narratives or realities, regardless of the intent to deceive. In this paper, we delve into the concept of synthetic realities and their implications for Digital Forensics and society at large within the rapidly advancing field of AI. We highlight the crucial need for the development of forensic techniques capable of identifying harmful synthetic creations and distinguishing them from reality. This is especially important in scenarios involving the creation and dissemination of fake news, disinformation, and misinformation. Our focus extends to various forms of media, such as images, videos, audio, and text, as we examine how synthetic realities are crafted and explore approaches to detecting these malicious creations. Additionally, we shed light on the key research challenges that lie ahead in this area. This study is of paramount importance due to the rapid progress of AI generative techniques and their impact on the fundamental principles of Forensic Science.

源语言英语
文章编号e44
期刊APSIPA Transactions on Signal and Information Processing
12
1
DOI
出版状态已出版 - 6 11月 2023
已对外发布

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