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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 …
Fairssd: Understanding bias in synthetic speech detectors
Methods that can generate synthetic speech which is perceptually indistinguishable from
speech recorded by a human speaker are easily available. Several incidents report misuse …
speech recorded by a human speaker are easily available. Several incidents report misuse …
Audio deepfake approaches
OA Shaaban, R Yildirim, AA Alguttar - IEEE Access, 2023 - ieeexplore.ieee.org
This paper presents a review of techniques involved in the creation and detection of audio
deepfakes, the first section provides information about general deep fakes. In the second …
deepfakes, the first section provides information about general deep fakes. In the second …
Synthetic speech attribution using self supervised audio spectrogram transformer
The ability to synthesize convincing human speech has become easier due to the
availability of speech generation tools. This necessitates the development of forensics …
availability of speech generation tools. This necessitates the development of forensics …
Synthesized speech attribution using the patchout spectrogram attribution transformer
The malicious use of synthetic speech has increased with the recent availability of speech
generation tools. It is important to determine whether a speech signal is authentic (spoken …
generation tools. It is important to determine whether a speech signal is authentic (spoken …
Are Recent Deepfake Speech Generators Detectable?
Deep learning methods can generate high-quality synthetic speech which is perceptually
indistinguishable from real human speech. Synthetic speech can be maliciously used for …
indistinguishable from real human speech. Synthetic speech can be maliciously used for …
Compression robust synthetic speech detection using patched spectrogram transformer
Many deep learning synthetic speech generation tools are readily available. The use of
synthetic speech has caused financial fraud, impersonation of people, and misinformation to …
synthetic speech has caused financial fraud, impersonation of people, and misinformation to …
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 …
Dsvae: Interpretable disentangled representation for synthetic speech detection
Tools to generate high quality synthetic speech signal that is perceptually indistinguishable
from speech recorded from human speakers are easily available. Several approaches have …
from speech recorded from human speakers are easily available. Several approaches have …
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 …