Audio deepfake detection: A survey
Audio deepfake detection is an emerging active topic. A growing number of literatures have
aimed to study deepfake detection algorithms and achieved effective performance, the …
aimed to study deepfake detection algorithms and achieved effective performance, the …
Deepfakes as a threat to a speaker and facial recognition: An overview of tools and attack vectors
Deepfakes present an emerging threat in cyberspace. Recent developments in machine
learning make deepfakes highly believable, and very difficult to differentiate between what is …
learning make deepfakes highly believable, and very difficult to differentiate between what is …
Golden Gemini is All You Need: Finding the Sweet Spots for Speaker Verification
The residual neural networks (ResNet) demonstrate the impressive performance in
automatic speaker verification (ASV). They treat the time and frequency dimensions equally …
automatic speaker verification (ASV). They treat the time and frequency dimensions equally …
Towards frequency band explainability in synthetic speech detection
Recent advancements in deep learning techniques have brought remarkable developments
in synthetic media generation, leading to the creation of forged contents that are almost …
in synthetic media generation, leading to the creation of forged contents that are almost …
Dual-Branch Knowledge Distillation for Noise-Robust Synthetic Speech Detection
Most research in synthetic speech detection (SSD) focuses on improving performance on
standard noise-free datasets. However, in actual situations, noise interference is usually …
standard noise-free datasets. However, in actual situations, noise interference is usually …
Synthetic speech detection through audio folding
In the field of synthetic speech generation, recent advancements in deep learning and
speech synthesis methods have enabled the possibility of creating highly realistic fake …
speech synthesis methods have enabled the possibility of creating highly realistic fake …
ABC-CapsNet: Attention based Cascaded Capsule Network for Audio Deepfake Detection
In response to the escalating challenge of audio deepfake detection this study introduces
ABC-CapsNet (Attention-Based Cascaded Capsule Network) a novel architecture that …
ABC-CapsNet (Attention-Based Cascaded Capsule Network) a novel architecture that …
Navigating the Soundscape of Deception: A Comprehensive Survey on Audio Deepfake Generation, Detection, and Future Horizons
The rise of audio deepfakes presents a significant security threat that undermines trust in
digital communications and media. These synthetic audio technologies can convincingly …
digital communications and media. These synthetic audio technologies can convincingly …
Low pass filtering and bandwidth extension for robust anti-spoofing countermeasure against codec variabilities
Y Wang, X Wang, H Nishizaki… - 2022 13th International …, 2022 - ieeexplore.ieee.org
A reliable voice anti-spoofing countermeasure system needs to robustly protect automatic
speaker verification (ASV) systems in various kinds of spoofing scenarios. However, the …
speaker verification (ASV) systems in various kinds of spoofing scenarios. However, the …
Audio Anti-Spoofing Detection: A Survey
The availability of smart devices leads to an exponential increase in multimedia content.
However, the rapid advancements in deep learning have given rise to sophisticated …
However, the rapid advancements in deep learning have given rise to sophisticated …