Where are we in audio deepfake detection? A systematic analysis over generative and detection models
Fuente:
arXiv
Saved in:
| Main Authors: | Li, Xiang, Chen, Pin-Yu, Wei, Wenqi |
|---|---|
| Format: | Preprint |
| Published: |
2024
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Forensic deepfake audio detection using segmental speech features
by: Yang, Tianle, et al.
Published: (2025)
by: Yang, Tianle, et al.
Published: (2025)
Echoes: A semantically-aligned music deepfake detection dataset
by: Pascu, Octavian, et al.
Published: (2026)
by: Pascu, Octavian, et al.
Published: (2026)
Easy, Interpretable, Effective: openSMILE for voice deepfake detection
by: Pascu, Octavian, et al.
Published: (2024)
by: Pascu, Octavian, et al.
Published: (2024)
A robust audio deepfake detection system via multi-view feature
by: Yang, Yujie, et al.
Published: (2024)
by: Yang, Yujie, et al.
Published: (2024)
Sustaining model performance for covid-19 detection from dynamic audio data: Development and evaluation of a comprehensive drift-adaptive framework
by: Ganitidis, Theofanis, et al.
Published: (2024)
by: Ganitidis, Theofanis, et al.
Published: (2024)
Are audio DeepFake detection models polyglots?
by: Marek, Bartłomiej, et al.
Published: (2024)
by: Marek, Bartłomiej, et al.
Published: (2024)
Mellow: a small audio language model for reasoning
by: Deshmukh, Soham, et al.
Published: (2025)
by: Deshmukh, Soham, et al.
Published: (2025)
Discriminant audio properties in deep learning based respiratory insufficiency detection in Brazilian Portuguese
by: Gauy, Marcelo Matheus, et al.
Published: (2024)
by: Gauy, Marcelo Matheus, et al.
Published: (2024)
Introducing voice timbre attribute detection
by: He, Jinghao, et al.
Published: (2025)
by: He, Jinghao, et al.
Published: (2025)
GRAM: Spatial general-purpose audio representation models for real-world applications
by: Yuksel, Goksenin, et al.
Published: (2025)
by: Yuksel, Goksenin, et al.
Published: (2025)
DualSpec: Text-to-spatial-audio Generation via Dual-Spectrogram Guided Diffusion Model
by: Zhao, Lei, et al.
Published: (2025)
by: Zhao, Lei, et al.
Published: (2025)
ADIFF: Explaining audio difference using natural language
by: Deshmukh, Soham, et al.
Published: (2025)
by: Deshmukh, Soham, et al.
Published: (2025)
Recomposer: Event-roll-guided generative audio editing
by: Ellis, Daniel P. W., et al.
Published: (2025)
by: Ellis, Daniel P. W., et al.
Published: (2025)
AS-70: A Mandarin stuttered speech dataset for automatic speech recognition and stuttering event detection
by: Gong, Rong, et al.
Published: (2024)
by: Gong, Rong, et al.
Published: (2024)
WavLM model ensemble for audio deepfake detection
by: Combei, David, et al.
Published: (2024)
by: Combei, David, et al.
Published: (2024)
AudioMAE++: learning better masked audio representations with SwiGLU FFNs
by: Yadav, Sarthak, et al.
Published: (2025)
by: Yadav, Sarthak, et al.
Published: (2025)
A sound description: Exploring prompt templates and class descriptions to enhance zero-shot audio classification
by: Olvera, Michel, et al.
Published: (2024)
by: Olvera, Michel, et al.
Published: (2024)
Enhanced Sound Event Localization and Detection in Real 360-degree audio-visual soundscapes
by: Roman, Adrian S., et al.
Published: (2024)
by: Roman, Adrian S., et al.
Published: (2024)
Making deep neural networks work for medical audio: representation, compression and domain adaptation
by: Onu, Charles C
Published: (2025)
by: Onu, Charles C
Published: (2025)
An overview of neural architectures for self-supervised audio representation learning from masked spectrograms
by: Yadav, Sarthak, et al.
Published: (2025)
by: Yadav, Sarthak, et al.
Published: (2025)
AISTAT lab system for DCASE2025 Task6: Language-based audio retrieval
by: Kim, Hyun Jun, et al.
Published: (2025)
by: Kim, Hyun Jun, et al.
Published: (2025)
EZhouNet:A framework based on graph neural network and anchor interval for the respiratory sound event detection
by: Chu, Yun, et al.
Published: (2025)
by: Chu, Yun, et al.
Published: (2025)
Omni-CLST: Error-aware Curriculum Learning with guided Selective chain-of-Thought for audio question answering
by: Zhao, Jinghua, et al.
Published: (2025)
by: Zhao, Jinghua, et al.
Published: (2025)
Generalizable speech deepfake detection via meta-learned LoRA
by: Laakkonen, Janne, et al.
Published: (2025)
by: Laakkonen, Janne, 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)
by: Pham, Lam, et al.
Published: (2024)
Circumventing shortcuts in audio-visual deepfake detection datasets with unsupervised learning
by: Smeu, Stefan, et al.
Published: (2024)
by: Smeu, Stefan, et al.
Published: (2024)
AND: Audio Network Dissection for Interpreting Deep Acoustic Models
by: Wu, Tung-Yu, et al.
Published: (2024)
by: Wu, Tung-Yu, et al.
Published: (2024)
Music Proofreading with RefinPaint: Where and How to Modify Compositions given Context
by: Ramoneda, Pedro, et al.
Published: (2024)
by: Ramoneda, Pedro, et al.
Published: (2024)
Do we really need Self-Attention for Streaming Automatic Speech Recognition?
by: Dkhissi, Youness, et al.
Published: (2026)
by: Dkhissi, Youness, et al.
Published: (2026)
MUGEN: Evaluating and Improving Multi-audio Understanding of Large Audio-Language Models
by: Yang, Chih-Kai, et al.
Published: (2026)
by: Yang, Chih-Kai, et al.
Published: (2026)
Unlocking Temporal Flexibility: Neural Speech Codec with Variable Frame Rate
by: Zhang, Hanglei, et al.
Published: (2025)
by: Zhang, Hanglei, et al.
Published: (2025)
Discriminating real and synthetic super-resolved audio samples using embedding-based classifiers
by: Silaev, Mikhail, et al.
Published: (2026)
by: Silaev, Mikhail, et al.
Published: (2026)
Towards generalizing deep-audio fake detection networks
by: Gasenzer, Konstantin, et al.
Published: (2023)
by: Gasenzer, Konstantin, et al.
Published: (2023)
DashengTokenizer: One layer is enough for unified audio understanding and generation
by: Dinkel, Heinrich, et al.
Published: (2026)
by: Dinkel, Heinrich, et al.
Published: (2026)
Towards audio language modeling -- an overview
by: Wu, Haibin, et al.
Published: (2024)
by: Wu, Haibin, et al.
Published: (2024)
A Mamba-based Network for Semi-supervised Singing Melody Extraction Using Confidence Binary Regularization
by: He, Xiaoliang, et al.
Published: (2025)
by: He, Xiaoliang, et al.
Published: (2025)
SongPrep: A Preprocessing Framework and End-to-end Model for Full-song Structure Parsing and Lyrics Transcription
by: Tan, Wei, et al.
Published: (2025)
by: Tan, Wei, et al.
Published: (2025)
Deploying UDM Series in Real-Life Stuttered Speech Applications: A Clinical Evaluation Framework
by: Zhang, Eric, et al.
Published: (2025)
by: Zhang, Eric, et al.
Published: (2025)
STASE: A spatialized text-to-audio synthesis engine for music generation
by: Chi, Tutti, et al.
Published: (2025)
by: Chi, Tutti, et al.
Published: (2025)
SPMamba: State-space model is all you need in speech separation
by: Li, Kai, et al.
Published: (2024)
by: Li, Kai, et al.
Published: (2024)
Similar Items
-
Forensic deepfake audio detection using segmental speech features
by: Yang, Tianle, et al.
Published: (2025) -
Echoes: A semantically-aligned music deepfake detection dataset
by: Pascu, Octavian, et al.
Published: (2026) -
Easy, Interpretable, Effective: openSMILE for voice deepfake detection
by: Pascu, Octavian, et al.
Published: (2024) -
A robust audio deepfake detection system via multi-view feature
by: Yang, Yujie, et al.
Published: (2024) -
Sustaining model performance for covid-19 detection from dynamic audio data: Development and evaluation of a comprehensive drift-adaptive framework
by: Ganitidis, Theofanis, et al.
Published: (2024)