Understanding Audiovisual Deepfake Detection: Techniques, Challenges, Human Factors and Perceptual Insights

A Hashmi, SA Shahzad, CW Lin, Y Tsao… - arXiv preprint arXiv …, 2024 - arxiv.org
Deep Learning has been successfully applied in diverse fields, and its impact on deepfake
detection is no exception. Deepfakes are fake yet realistic synthetic content that can be used …

Anomaly Detection of Deepfake Audio Based on Real Audio using Generative Adversarial Network Model

D Song, N Lee, J Kim, E Choi - IEEE Access, 2024 - ieeexplore.ieee.org
Deepfake audio causes damage not only to individuals and companies, but also to nations;
therefore, research on deepfake audio detection technology is crucial. Most existing …

Diffuse or Confuse: A Diffusion Deepfake Speech Dataset

A Firc, K Malinka, P Hanáček - 2024 International Conference …, 2024 - ieeexplore.ieee.org
Advancements in artificial intelligence and machine learning have significantly improved
synthetic speech generation. This paper explores diffusion models, a novel method for …

Comprehensive multiparametric analysis of human deepfake speech recognition

K Malinka, A Firc, M Šalko, D Prudký… - EURASIP Journal on …, 2024 - Springer
In this paper, we undertake a novel two-pronged investigation into the human recognition of
deepfake speech, addressing critical gaps in existing research. First, we pioneer an …

Automated Machine Learning Prototype for Detecting Phishing, Deepfakes, and Fraudulent Audio Patterns: A Systematic Literature Mapping

JAT Camargo, RAM Mellizo, JJC Narvaez - Colombian Conference on …, 2024 - Springer
The pervasiveness of cybercrime poses a significant threat to individuals and organizations
worldwide, particularly in the realm of audio-based interactions. To combat this evolving …

[PDF][PDF] MULTILINGUAL VOICE DEEPFAKE DATASET

FI TECHNOLOGIÍ, ÚI SYSTÉMŮ - IEEE/ACM Transactions on Audio …, 2023 - theses.cz
This thesis examines the area of voice deepfakes: their creation and detection. It describes
the state of current research and the methods of creating fake recordings. Furthermore, it …

SAFE: Spiking Neural Network-based Audio Fidelity Evaluation

AA Khant, R Wijewickrama, M Jadliwala - openreview.net
Recent advancements in generative AI have enabled the creation of highly realistic synthetic
audio, posing significant challenges in voice authentication, media verification, and fraud …