Cover Image

A Comprehensive Survey with Critical Analysis for Deepfake Speech Detection

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Pham, Lam, Lam, Phat, Tran, Dat, Tang, Hieu, Nguyen, Tin, Schindler, Alexander, Skopik, Florian, Polonsky, Alexander, Vu, Canh
Format:	Preprint
Published:	2024
Subjects:	Sound Audio and Speech Processing
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

The Impact of Frequency Bands on Acoustic Anomaly Detection of Machines using Deep Learning Based Model
by: Nguyen, Tin, et al.
Published: (2024)

DIN-CTS: Low-Complexity Depthwise-Inception Neural Network with Contrastive Training Strategy for Deepfake Speech Detection
by: Pham, Lam, et al.
Published: (2025)

A Toolchain for Comprehensive Audio/Video Analysis Using Deep Learning Based Multimodal Approach (A use case of riot or violent context detection)
by: Pham, Lam, et al.
Published: (2024)

Deepfake Audio Detection Using Spectrogram-based Feature and Ensemble of Deep Learning Models
by: Pham, Lam, et al.
Published: (2024)

MAGE: A Coarse-to-Fine Speech Enhancer with Masked Generative Model
by: Pham, The Hieu, et al.
Published: (2025)

Towards Unsupervised Speaker Diarization System for Multilingual Telephone Calls Using Pre-trained Whisper Model and Mixture of Sparse Autoencoders
by: Lam, Phat, et al.
Published: (2024)

Continuous Learning of Transformer-based Audio Deepfake Detection
by: Le, Tuan Duy Nguyen, et al.
Published: (2024)

Pushing the Performance of Synthetic Speech Detection with Kolmogorov-Arnold Networks and Self-Supervised Learning Models
by: Phuong, Tuan Dat, et al.
Published: (2025)

Qwen vs. Gemma Integration with Whisper: A Comparative Study in Multilingual SpeechLLM Systems
by: Nguyen, Tuan, et al.
Published: (2025)

Zero-Shot Text-to-Speech for Vietnamese
by: Vu, Thi, et al.
Published: (2025)

XLSR-Kanformer: A KAN-Intergrated model for Synthetic Speech Detection
by: Dat, Phuong Tuan, et al.
Published: (2025)

Aud-Sur: An Audio Analyzer Assistant for Audio Surveillance Applications
by: Lam, Phat, et al.
Published: (2025)

AsyncSwitch: Asynchronous Text-Speech Adaptation for Code-Switched ASR
by: Nguyen, Tuan, et al.
Published: (2025)

Unmasking Deepfakes: Leveraging Augmentations and Features Variability for Deepfake Speech Detection
by: Rimon, Inbal, et al.
Published: (2025)

Acoustic scattering AI for non-invasive object classifications: A case study on hair assessment
by: Hoang, Long-Vu, et al.
Published: (2025)

A Survey on Speech Deepfake Detection
by: Li, Menglu, et al.
Published: (2024)

Comparative Analysis of ASR Methods for Speech Deepfake Detection
by: Salvi, Davide, et al.
Published: (2024)

From Sharpness to Better Generalization for Speech Deepfake Detection
by: Huang, Wen, et al.
Published: (2025)

SynHate: Detecting Hate Speech in Synthetic Deepfake Audio
by: Ranjan, Rishabh, et al.
Published: (2025)

Phoneme-Level Analysis for Person-of-Interest Speech Deepfake Detection
by: Salvi, Davide, et al.
Published: (2025)

Source Verification for Speech Deepfakes
by: Negroni, Viola, et al.
Published: (2025)

Summarizing Speech: A Comprehensive Survey
by: Retkowski, Fabian, et al.
Published: (2025)

Naturalness-Aware Curriculum Learning with Dynamic Temperature for Speech Deepfake Detection
by: Kim, Taewoo, et al.
Published: (2025)

Towards Scalable AASIST: Refining Graph Attention for Speech Deepfake Detection
by: Viakhirev, Ivan, et al.
Published: (2025)

Freeze and Learn: Continual Learning with Selective Freezing for Speech Deepfake Detection
by: Salvi, Davide, et al.
Published: (2024)

Comprehensive Layer-wise Analysis of SSL Models for Audio Deepfake Detection
by: Kheir, Yassine El, et al.
Published: (2025)

Audio Deepfake Detection in the Age of Advanced Text-to-Speech models
by: Singh, Robin, et al.
Published: (2026)

Multimodal Zero-Shot Framework for Deepfake Hate Speech Detection in Low-Resource Languages
by: Ranjan, Rishabh, et al.
Published: (2025)

ASASVIcomtech: The Vicomtech-UGR Speech Deepfake Detection and SASV Systems for the ASVspoof5 Challenge
by: Martín-Doñas, Juan M., et al.
Published: (2024)

Toward Fair Speech Technologies: A Comprehensive Survey of Bias and Fairness in Speech AI
by: Lin, Yi-Cheng, et al.
Published: (2026)

ChunkFormer: Masked Chunking Conformer For Long-Form Speech Transcription
by: Le, Khanh, et al.
Published: (2025)

SNIPER Training: Single-Shot Sparse Training for Text-to-Speech
by: Lam, Perry, et al.
Published: (2022)

Hierarchical Decoding for Discrete Speech Synthesis with Multi-Resolution Spoof Detection
by: Zhao, Junchuan, et al.
Published: (2026)

SegAug: CTC-Aligned Segmented Augmentation For Robust RNN-Transducer Based Speech Recognition
by: Le, Khanh, et al.
Published: (2025)

VoiceDiT: Dual-Condition Diffusion Transformer for Environment-Aware Speech Synthesis
by: Jung, Jaemin, et al.
Published: (2024)

BiCrossMamba-ST: Speech Deepfake Detection with Bidirectional Mamba Spectro-Temporal Cross-Attention
by: Kheir, Yassine El, et al.
Published: (2025)

Generalizable Detection of Audio Deepfakes
by: Lopez, Jose A., et al.
Published: (2025)

Detection of Deepfake Environmental Audio
by: Ouajdi, Hafsa, et al.
Published: (2024)

DeepFense: A Unified, Modular, and Extensible Framework for Robust Deepfake Audio Detection
by: Kheir, Yassine El, et al.
Published: (2026)

Compact Speech Translation Models via Discrete Speech Units Pretraining
by: Lam, Tsz Kin, et al.
Published: (2024)