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Recent advances in generative models for language have enabled the creation of convincing synthetic text or deepfake text. Prior work has demonstrated the potential for misuse of deepfake text to mislead content consumers. Therefore,…

Thanks to advancements in deep learning, speech generation systems now power a variety of real-world applications, such as text-to-speech for individuals with speech disorders, voice chatbots in call centers, cross-linguistic speech…

Artificial Intelligence (AI) tools have become incredibly powerful in generating synthetic images. Of particular concern are generated images that resemble photographs as they aspire to represent real world events. Synthetic photographs may…

计算机与社会 · 计算机科学 2024-08-14 Melanie Mathys , Marco Willi , Raphael Meier

Generative models achieve remarkable results in multiple data domains, including images and texts, among other examples. Unfortunately, malicious users exploit synthetic media for spreading misinformation and disseminating deepfakes.…

人工智能 · 计算机科学 2025-08-04 Tom Or , Omri Azencot

The mushroomed Deepfake synthetic materials circulated on the internet have raised a profound social impact on politicians, celebrities, and individuals worldwide. In this survey, we provide a thorough review of the existing Deepfake…

计算机视觉与模式识别 · 计算机科学 2024-10-10 Tianyi Wang , Xin Liao , Kam Pui Chow , Xiaodong Lin , Yinglong Wang

Deepfake or synthetic images produced using deep generative models pose serious risks to online platforms. This has triggered several research efforts to accurately detect deepfake images, achieving excellent performance on publicly…

Advances in deep learning have introduced a new wave of voice synthesis tools, capable of producing audio that sounds as if spoken by a target speaker. If successful, such tools in the wrong hands will enable a range of powerful attacks…

密码学与安全 · 计算机科学 2021-09-21 Emily Wenger , Max Bronckers , Christian Cianfarani , Jenna Cryan , Angela Sha , Haitao Zheng , Ben Y. Zhao

Synthesizing voice with the help of machine learning techniques has made rapid progress over the last years [1] and first high profile fraud cases have been recently reported [2]. Given the current increase in using conferencing tools for…

音频与语音处理 · 电气工程与系统科学 2021-08-04 Vanessa Barnekow , Dominik Binder , Niclas Kromrey , Pascal Munaretto , Andreas Schaad , Felix Schmieder

As synthetic media, including video, audio, and text, become increasingly indistinguishable from real content, the risks of misinformation, identity fraud, and social manipulation escalate. This survey traces the evolution of deepfake…

计算机视觉与模式识别 · 计算机科学 2025-04-04 Ping Liu , Qiqi Tao , Joey Tianyi Zhou

Significant advancements made in the generation of deepfakes have caused security and privacy issues. Attackers can easily impersonate a person's identity in an image by replacing his face with the target person's face. Moreover, a new…

计算机视觉与模式识别 · 计算机科学 2021-09-08 Hasam Khalid , Minha Kim , Shahroz Tariq , Simon S. Woo

The rise of AI-driven generative models has enabled the creation of highly realistic speech deepfakes - synthetic audio signals that can imitate target speakers' voices - raising critical security concerns. Existing methods for detecting…

声音 · 计算机科学 2025-03-25 Emma Coletta , Davide Salvi , Viola Negroni , Daniele Ugo Leonzio , Paolo Bestagini

The rise of deepfake images, especially of well-known personalities, poses a serious threat to the dissemination of authentic information. To tackle this, we present a thorough investigation into how deepfakes are produced and how they can…

计算机视觉与模式识别 · 计算机科学 2023-09-06 Haixu Song , Shiyu Huang , Yinpeng Dong , Wei-Wei Tu

Synthetic images, audio, and video can now be generated and edited by Artificial Intelligence (AI). In particular, the malicious use of synthetic data has raised concerns about potential harms to cybersecurity, personal privacy, and public…

人机交互 · 计算机科学 2025-08-05 Yingfan Zhou , Ester Chen , Manasa Pisipati , Aiping Xiong , Sarah Rajtmajer

Deepfake technologies are powerful tools that can be misused for malicious purposes such as spreading disinformation on social media. The effectiveness of such malicious applications depends on the ability of deepfakes to deceive their…

人机交互 · 计算机科学 2026-01-16 Marcel Gohsen , Nicola Libera , Johannes Kiesel , Jan Ehlers , Benno Stein

In the face of a new era of generative models, the detection of artificially generated content has become a matter of utmost importance. The ability to create credible minute-long music deepfakes in a few seconds on user-friendly platforms…

声音 · 计算机科学 2024-05-24 Darius Afchar , Gabriel Meseguer-Brocal , Romain Hennequin

This paper proposes an audio-visual deepfake detection approach that aims to capture fine-grained temporal inconsistencies between audio and visual modalities. To achieve this, both architectural and data synthesis strategies are…

计算机视觉与模式识别 · 计算机科学 2025-03-14 Marcella Astrid , Enjie Ghorbel , Djamila Aouada

Synthetic media detection technologies label media as either synthetic or non-synthetic and are increasingly used by journalists, web platforms, and the general public to identify misinformation and other forms of problematic content. As…

计算机与社会 · 计算机科学 2021-02-12 Claire Leibowicz , Sean McGregor , Aviv Ovadya

The evolution of artificial intelligence (AI) has catalyzed a transformation in digital content generation, with profound implications for cyber influence operations. This report delves into the potential and limitations of generative deep…

计算机与社会 · 计算机科学 2024-03-20 Melanie Mathys , Marco Willi , Michael Graber , Raphael Meier

The combination of highly realistic voice cloning, along with visually compelling avatar, face-swap, or lip-sync deepfake video generation, makes it relatively easy to create a video of anyone saying anything. Today, such deepfake…

计算机视觉与模式识别 · 计算机科学 2025-07-15 Justin D. Norman , Hany Farid

AI-generated media has become a threat to our digital society as we know it. These forgeries can be created automatically and on a large scale based on publicly available technology. Recognizing this challenge, academics and practitioners…