Cover Image

Toward Noise-Aware Audio Deepfake Detection: Survey, SNR-Benchmarks, and Practical Recipes

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Sen, Udayon, Luqman, Alka, Chattopadhyay, Anupam
Format:	Preprint
Published:	2025
Subjects:	Sound Artificial Intelligence
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Privacy and Security Implications of Cloud-Based AI Services : A Survey
by: Luqman, Alka, et al.
Published: (2024)

Towards Explicit Acoustic Evidence Perception in Audio LLMs for Speech Deepfake Detection
by: Guo, Xiaoxuan, et al.
Published: (2026)

SONAR: Spectral-Contrastive Audio Residuals for Generalizable Deepfake Detection
by: HIdekel, Ido Nitzan, et al.
Published: (2025)

Deepfake Audio Detection Using Self-supervised Fusion Representations
by: Zaman, Khalid, et al.
Published: (2026)

Context and Transcripts Improve Detection of Deepfake Audios of Public Figures
by: Gao, Chongyang, et al.
Published: (2026)

Gender Fairness in Audio Deepfake Detection: Performance and Disparity Analysis
by: Fursule, Aishwarya, et al.
Published: (2026)

IndieFake Dataset: A Benchmark Dataset for Audio Deepfake Detection
by: Kumar, Abhay, et al.
Published: (2025)

Does Current Deepfake Audio Detection Model Effectively Detect ALM-based Deepfake Audio?
by: Xie, Yuankun, et al.
Published: (2024)

Quantum Kernels for Audio Deepfake Detection Using Spectrogram Patch Features
by: Amin, Lisan Al, et al.
Published: (2026)

AT-ADD: All-Type Audio Deepfake Detection Challenge Evaluation Plan
by: Xie, Yuankun, et al.
Published: (2026)

PeerFL: A Simulator for Peer-to-Peer Federated Learning at Scale
by: Luqman, Alka, et al.
Published: (2024)

Interpretable All-Type Audio Deepfake Detection with Audio LLMs via Frequency-Time Reinforcement Learning
by: Xie, Yuankun, et al.
Published: (2026)

ERF-BA-TFD+: A Multimodal Model for Audio-Visual Deepfake Detection
by: Zhang, Xin, et al.
Published: (2025)

Reliable Audio Deepfake Detection in Variable Conditions via Quantum-Kernel SVMs
by: Amin, Lisan Al, et al.
Published: (2025)

Retrieval-Augmented Audio Deepfake Detection
by: Kang, Zuheng, et al.
Published: (2024)

Detect All-Type Deepfake Audio: Wavelet Prompt Tuning for Enhanced Auditory Perception
by: Xie, Yuankun, et al.
Published: (2025)

Zero-Shot to Zero-Lies: Detecting Bengali Deepfake Audio through Transfer Learning
by: Samu, Most. Sharmin Sultana, et al.
Published: (2025)

Replay Attacks Against Audio Deepfake Detection
by: Müller, Nicolas, et al.
Published: (2025)

Enhancing Efficiency and Performance in Deepfake Audio Detection through Neuron-level Dropin & Neuroplasticity Mechanisms
by: Li, Yupei, et al.
Published: (2026)

From Talking to Singing: A New Challenge for Audio-Visual Deepfake Detection
by: Liu, Ke, et al.
Published: (2026)

EchoFake: A Replay-Aware Dataset for Practical Speech Deepfake Detection
by: Zhang, Tong, et al.
Published: (2025)

Towards Robust Speech Deepfake Detection via Human-Inspired Reasoning
by: Dvirniak, Artem, et al.
Published: (2026)

The Codecfake Dataset and Countermeasures for the Universally Detection of Deepfake Audio
by: Xie, Yuankun, et al.
Published: (2024)

Harder or Different? Understanding Generalization of Audio Deepfake Detection
by: Müller, Nicolas M., et al.
Published: (2024)

Cross-Domain Audio Deepfake Detection: Dataset and Analysis
by: Li, Yuang, et al.
Published: (2024)

HalluAudio: A Comprehensive Benchmark for Hallucination Detection in Large Audio-Language Models
by: Zhao, Feiyu, et al.
Published: (2026)

Adversarial Attacks on Audio Deepfake Detection: A Benchmark and Comparative Study
by: Uddin, Kutub, et al.
Published: (2025)

Measuring the Robustness of Audio Deepfake Detectors
by: Li, Xiang, et al.
Published: (2025)

HierCon: Hierarchical Contrastive Attention for Audio Deepfake Detection
by: Liang, Zhili Nicholas, et al.
Published: (2026)

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

Codecfake: An Initial Dataset for Detecting LLM-based Deepfake Audio
by: Lu, Yi, et al.
Published: (2024)

Region-Based Optimization in Continual Learning for Audio Deepfake Detection
by: Chen, Yujie, et al.
Published: (2024)

AUDETER: A Large-scale Dataset for Deepfake Audio Detection in Open Worlds
by: Wang, Qizhou, et al.
Published: (2025)

SLIM: Style-Linguistics Mismatch Model for Generalized Audio Deepfake Detection
by: Zhu, Yi, et al.
Published: (2024)

Bona fide Cross Testing Reveals Weak Spot in Audio Deepfake Detection Systems
by: Kwok, Chin Yuen, et al.
Published: (2025)

EnvSDD: Benchmarking Environmental Sound Deepfake Detection
by: Yin, Han, et al.
Published: (2025)

Multi-level SSL Feature Gating for Audio Deepfake Detection
by: Tran, Hoan My, et al.
Published: (2025)

Do Compact SSL Backbones Matter for Audio Deepfake Detection? A Controlled Study with RAPTOR
by: Kulkarni, Ajinkya, et al.
Published: (2026)

I Can Hear You: Selective Robust Training for Deepfake Audio Detection
by: Zhang, Zirui, et al.
Published: (2024)

AFSS: Artifact-Focused Self-Synthesis for Mitigating Bias in Audio Deepfake Detection
by: Nguyen-Le, Hai-Son, et al.
Published: (2026)