Lightweight Joint Audio-Visual Deepfake Detection via Single-Stream Multi-Modal Learning Framework
Fuente:
arXiv
Saved in:
| Main Authors: | Zhang, Kuiyuan, Pei, Wenjie, Lan, Rushi, Guo, Yifang, Hua, Zhongyun |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Phoneme-Level Feature Discrepancies: A Key to Detecting Sophisticated Speech Deepfakes
by: Zhang, Kuiyuan, et al.
Published: (2024)
by: Zhang, Kuiyuan, et al.
Published: (2024)
Robust AI-Synthesized Speech Detection Using Feature Decomposition Learning and Synthesizer Feature Augmentation
by: Zhang, Kuiyuan, et al.
Published: (2024)
by: Zhang, Kuiyuan, et al.
Published: (2024)
Lightweight Resolution-Aware Audio Deepfake Detection via Cross-Scale Attention and Consistency Learning
by: Shahriar, K. A.
Published: (2026)
by: Shahriar, K. A.
Published: (2026)
Generalizable Detection of Audio Deepfakes
by: Lopez, Jose A., et al.
Published: (2025)
by: Lopez, Jose A., et al.
Published: (2025)
Detection of Deepfake Environmental Audio
by: Ouajdi, Hafsa, et al.
Published: (2024)
by: Ouajdi, Hafsa, et al.
Published: (2024)
Transferable Adversarial Attacks on Audio Deepfake Detection
by: Farooq, Muhammad Umar, et al.
Published: (2025)
by: Farooq, Muhammad Umar, et al.
Published: (2025)
Generalizable Audio Deepfake Detection via Latent Space Refinement and Augmentation
by: Huang, Wen, et al.
Published: (2025)
by: Huang, Wen, et al.
Published: (2025)
A Multi-Stream Fusion Approach with One-Class Learning for Audio-Visual Deepfake Detection
by: Lee, Kyungbok, et al.
Published: (2024)
by: Lee, Kyungbok, et al.
Published: (2024)
DeepFense: A Unified, Modular, and Extensible Framework for Robust Deepfake Audio Detection
by: Kheir, Yassine El, et al.
Published: (2026)
by: Kheir, Yassine El, et al.
Published: (2026)
A Unified Framework for Modality-Agnostic Deepfakes Detection
by: Yu, Cai, et al.
Published: (2023)
by: Yu, Cai, et al.
Published: (2023)
Continuous Learning of Transformer-based Audio Deepfake Detection
by: Le, Tuan Duy Nguyen, et al.
Published: (2024)
by: Le, Tuan Duy Nguyen, et al.
Published: (2024)
SynHate: Detecting Hate Speech in Synthetic Deepfake Audio
by: Ranjan, Rishabh, et al.
Published: (2025)
by: Ranjan, Rishabh, et al.
Published: (2025)
ADD 2023: Towards Audio Deepfake Detection and Analysis in the Wild
by: Yi, Jiangyan, et al.
Published: (2024)
by: Yi, Jiangyan, et al.
Published: (2024)
BreathNet: Generalizable Audio Deepfake Detection via Breath-Cue-Guided Feature Refinement
by: Ye, Zhe, et al.
Published: (2026)
by: Ye, Zhe, et al.
Published: (2026)
Generalizable Audio Deepfake Detection via Hierarchical Structure Learning and Feature Whitening in Poincaré sphere
by: Yang, Mingru, et al.
Published: (2025)
by: Yang, Mingru, et al.
Published: (2025)
Comprehensive Layer-wise Analysis of SSL Models for Audio Deepfake Detection
by: Kheir, Yassine El, et al.
Published: (2025)
by: Kheir, Yassine El, et al.
Published: (2025)
RPRA-ADD: Forgery Trace Enhancement-Driven Audio Deepfake Detection
by: Fu, Ruibo, et al.
Published: (2025)
by: Fu, Ruibo, et al.
Published: (2025)
From Audio Deepfake Detection to AI-Generated Music Detection -- A Pathway and Overview
by: Li, Yupei, et al.
Published: (2024)
by: Li, Yupei, et al.
Published: (2024)
Source Tracing of Audio Deepfake Systems
by: Klein, Nicholas, et al.
Published: (2024)
by: Klein, Nicholas, et al.
Published: (2024)
Gumbel Rao Monte Carlo based Bi-Modal Neural Architecture Search for Audio-Visual Deepfake Detection
by: PN, Aravinda Reddy, et al.
Published: (2024)
by: PN, Aravinda Reddy, et al.
Published: (2024)
Towards Robust Audio Deepfake Detection: A Evolving Benchmark for Continual Learning
by: Zhang, Xiaohui, et al.
Published: (2024)
by: Zhang, Xiaohui, et al.
Published: (2024)
Generalized Audio Deepfake Detection Using Frame-level Latent Information Entropy
by: Zhao, Botao, et al.
Published: (2025)
by: Zhao, Botao, et al.
Published: (2025)
A Fast and Lightweight Model for Causal Audio-Visual Speech Separation
by: Sang, Wendi, et al.
Published: (2025)
by: Sang, Wendi, et al.
Published: (2025)
Does Current Deepfake Audio Detection Model Effectively Detect ALM-based Deepfake Audio?
by: Xie, Yuankun, et al.
Published: (2024)
by: Xie, Yuankun, et al.
Published: (2024)
RawBMamba: End-to-End Bidirectional State Space Model for Audio Deepfake Detection
by: Chen, Yujie, et al.
Published: (2024)
by: Chen, Yujie, et al.
Published: (2024)
Codec-Based Deepfake Source Tracing via Neural Audio Codec Taxonomy
by: Chen, Xuanjun, et al.
Published: (2025)
by: Chen, Xuanjun, et al.
Published: (2025)
SIGNL: A Label-Efficient Audio Deepfake Detection System via Spectral-Temporal Graph Non-Contrastive Learning
by: Febrinanto, Falih Gozi, et al.
Published: (2025)
by: Febrinanto, Falih Gozi, et al.
Published: (2025)
Exploiting Audio-Visual Features with Pretrained AV-HuBERT for Multi-Modal Dysarthric Speech Reconstruction
by: Chen, Xueyuan, et al.
Published: (2024)
by: Chen, Xueyuan, et al.
Published: (2024)
Streaming Audio Transformers for Online Audio Tagging
by: Dinkel, Heinrich, et al.
Published: (2023)
by: Dinkel, Heinrich, et al.
Published: (2023)
Open-Set Source Tracing of Audio Deepfake Systems
by: Klein, Nicholas, et al.
Published: (2025)
by: Klein, Nicholas, et al.
Published: (2025)
Advancing Continual Learning for Robust Deepfake Audio Classification
by: Dong, Feiyi, et al.
Published: (2024)
by: Dong, Feiyi, et al.
Published: (2024)
Enhancing Generalization in Audio Deepfake Detection: A Neural Collapse based Sampling and Training Approach
by: Yousif, Mohammed, et al.
Published: (2024)
by: Yousif, Mohammed, et al.
Published: (2024)
Perturbed Public Voices (P$^{2}$V): A Dataset for Robust Audio Deepfake Detection
by: Gao, Chongyang, et al.
Published: (2025)
by: Gao, Chongyang, et al.
Published: (2025)
Audios Don't Lie: Multi-Frequency Channel Attention Mechanism for Audio Deepfake Detection
by: Feng, Yangguang
Published: (2024)
by: Feng, Yangguang
Published: (2024)
Retrieval-Augmented Audio Deepfake Detection
by: Kang, Zuheng, et al.
Published: (2024)
by: Kang, Zuheng, et al.
Published: (2024)
Does Audio Deepfake Detection Generalize?
by: Müller, Nicolas M., et al.
Published: (2022)
by: Müller, Nicolas M., et al.
Published: (2022)
Beyond Identity: A Generalizable Approach for Deepfake Audio Detection
by: Ahmadiadli, Yasaman, et al.
Published: (2025)
by: Ahmadiadli, Yasaman, et al.
Published: (2025)
DFADD: The Diffusion and Flow-Matching Based Audio Deepfake Dataset
by: Du, Jiawei, et al.
Published: (2024)
by: Du, Jiawei, et al.
Published: (2024)
Audio-Visual Representation Learning via Knowledge Distillation from Speech Foundation Models
by: Zhang, Jing-Xuan, et al.
Published: (2025)
by: Zhang, Jing-Xuan, et al.
Published: (2025)
Targeted Augmented Data for Audio Deepfake Detection
by: Astrid, Marcella, et al.
Published: (2024)
by: Astrid, Marcella, et al.
Published: (2024)
Similar Items
-
Phoneme-Level Feature Discrepancies: A Key to Detecting Sophisticated Speech Deepfakes
by: Zhang, Kuiyuan, et al.
Published: (2024) -
Robust AI-Synthesized Speech Detection Using Feature Decomposition Learning and Synthesizer Feature Augmentation
by: Zhang, Kuiyuan, et al.
Published: (2024) -
Lightweight Resolution-Aware Audio Deepfake Detection via Cross-Scale Attention and Consistency Learning
by: Shahriar, K. A.
Published: (2026) -
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)