A review of deep learning‐based approaches for deepfake content detection
Recent advancements in deep learning generative models have raised concerns as they
can create highly convincing counterfeit images and videos. This poses a threat to people's …
can create highly convincing counterfeit images and videos. This poses a threat to people's …
An overview of recent work in media forensics: Methods and threats
In this paper, we review recent work in media forensics for digital images, video, audio
(specifically speech), and documents. For each data modality, we discuss synthesis and …
(specifically speech), and documents. For each data modality, we discuss synthesis and …
An overview of recent work in multimedia forensics
An Overview of Recent Work in Multimedia Forensics Toggle navigation IEEE Computer
Society Digital Library Jobs Tech News Resource Center Press Room Advertising About Us …
Society Digital Library Jobs Tech News Resource Center Press Room Advertising About Us …
Transformer-based speech synthesizer attribution in an open set scenario
ER Bartusiak, EJ Delp - 2022 21st IEEE International …, 2022 - ieeexplore.ieee.org
Speech synthesis methods can create realistic-sounding speech, which may be used for
fraud, spoofing, and mis-information campaigns. Forensic methods that detect synthesized …
fraud, spoofing, and mis-information campaigns. Forensic methods that detect synthesized …
The underlying scaling laws and universal statistical structure of complex datasets
We study universal traits which emerge both in real-world complex datasets, as well as in
artificially generated ones. Our approach is to analogize data to a physical system and …
artificially generated ones. Our approach is to analogize data to a physical system and …
[HTML][HTML] Unmasking deepfakes: A systematic review of deepfake detection and generation techniques using artificial intelligence
F Abbas, A Taeihagh - Expert Systems With Applications, 2024 - Elsevier
Due to the fast spread of data through digital media, individuals and societies must assess
the reliability of information. Deepfakes are not a novel idea but they are now a widespread …
the reliability of information. Deepfakes are not a novel idea but they are now a widespread …
Transformer Ensemble for Synthesized Speech Detection
As voice synthesis systems and deep learning tools continue to improve, so does the
possibility that synthesized speech can be used for nefarious purposes. Methods that …
possibility that synthesized speech can be used for nefarious purposes. Methods that …
Machine Learning for Speech Forensics and Hypersonic Vehicle Applications
ER Bartusiak - 2022 - search.proquest.com
Synthesized speech may be used for nefarious purposes, such as fraud, spoofing, and
misinformation campaigns. We present several speech forensics methods based on deep …
misinformation campaigns. We present several speech forensics methods based on deep …
Comparative analysis on different deepfake detection methods and semi supervised gan architecture for deepfake detection
J John, BV Sherif - 2022 Sixth International Conference on I …, 2022 - ieeexplore.ieee.org
The use of deep learning results in solving a wide range of real-world problems and
applications, but there are some drawbacks along with this positive side. One of the most …
applications, but there are some drawbacks along with this positive side. One of the most …
Opposing agents evolve the research: a decade of digital forensics
This study aims to address the growing cyber threats and the spread of digital
misinformation, particularly intensified by digital transformation during the COVID-19 …
misinformation, particularly intensified by digital transformation during the COVID-19 …