Cover Image

A Multi-Stream Fusion Approach with One-Class Learning for Audio-Visual Deepfake Detection

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Lee, Kyungbok, Zhang, You, Duan, Zhiyao
Format:	Preprint
Published:	2024
Subjects:	Sound Artificial Intelligence Multimedia Audio and Speech Processing
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

SVDD Challenge 2024: A Singing Voice Deepfake Detection Challenge Evaluation Plan
by: Zhang, You, et al.
Published: (2024)

SVDD 2024: The Inaugural Singing Voice Deepfake Detection Challenge
by: Zhang, You, et al.
Published: (2024)

Robust Audio Anti-Spoofing with Fusion-Reconstruction Learning on Multi-Order Spectrograms
by: Wen, Penghui, et al.
Published: (2023)

CtrSVDD: A Benchmark Dataset and Baseline Analysis for Controlled Singing Voice Deepfake Detection
by: Zang, Yongyi, et al.
Published: (2024)

LAVCap: LLM-based Audio-Visual Captioning using Optimal Transport
by: Rho, Kyeongha, et al.
Published: (2025)

Unveiling Visual Biases in Audio-Visual Localization Benchmarks
by: Chen, Liangyu, et al.
Published: (2024)

SafeEar: Content Privacy-Preserving Audio Deepfake Detection
by: Li, Xinfeng, et al.
Published: (2024)

PIAST: A Multimodal Piano Dataset with Audio, Symbolic and Text
by: Bang, Hayeon, et al.
Published: (2024)

SingFake: Singing Voice Deepfake Detection
by: Zang, Yongyi, et al.
Published: (2023)

Listening and Seeing Again: Generative Error Correction for Audio-Visual Speech Recognition
by: Liu, Rui, et al.
Published: (2025)

SHMamba: Structured Hyperbolic State Space Model for Audio-Visual Question Answering
by: Yang, Zhe, et al.
Published: (2024)

DeepFake Doctor: Diagnosing and Treating Audio-Video Fake Detection
by: Klemt, Marcel, et al.
Published: (2025)

AudioRole: An Audio Dataset for Character Role-Playing in Large Language Models
by: Li, Wenyu, et al.
Published: (2025)

Contextual Cross-Modal Attention for Audio-Visual Deepfake Detection and Localization
by: Katamneni, Vinaya Sree, et al.
Published: (2024)

OmniCustom: Sync Audio-Video Customization Via Joint Audio-Video Generation Model
by: Li, Maomao, et al.
Published: (2026)

Model-Guided Dual-Role Alignment for High-Fidelity Open-Domain Video-to-Audio Generation
by: Zhang, Kang, et al.
Published: (2025)

Leveraging Pre-Trained Autoencoders for Interpretable Prototype Learning of Music Audio
by: Alonso-Jiménez, Pablo, et al.
Published: (2024)

Purification Before Fusion: Toward Mask-Free Speech Enhancement for Robust Audio-Visual Speech Recognition
by: Wu, Linzhi, et al.
Published: (2026)

FreeAudio: Training-Free Timing Planning for Controllable Long-Form Text-to-Audio Generation
by: Jiang, Yuxuan, et al.
Published: (2025)

DOA-Aware Audio-Visual Self-Supervised Learning for Sound Event Localization and Detection
by: Fujita, Yoto, et al.
Published: (2024)

Retrieval-Augmented Text-to-Audio Generation
by: Yuan, Yi, et al.
Published: (2023)

Neural Style Transfer for Audio Spectograms
by: Verma, Prateek, et al.
Published: (2018)

Embedding Alignment in Code Generation for Audio
by: Kouteili, Sam, et al.
Published: (2025)

DreamHead: Learning Spatial-Temporal Correspondence via Hierarchical Diffusion for Audio-driven Talking Head Synthesis
by: Hong, Fa-Ting, et al.
Published: (2024)

Leveraging Pre-trained AudioLDM for Sound Generation: A Benchmark Study
by: Yuan, Yi, et al.
Published: (2023)

AVFF: Audio-Visual Feature Fusion for Video Deepfake Detection
by: Oorloff, Trevine, et al.
Published: (2024)

Integrating IP Broadcasting with Audio Tags: Workflow and Challenges
by: Burchett-Vass, Rhys, et al.
Published: (2024)

Towards Generating Diverse Audio Captions via Adversarial Training
by: Mei, Xinhao, et al.
Published: (2022)

Cinematic Audio Source Separation Using Visual Cues
by: Zhang, Kang, et al.
Published: (2026)

AudioLDM 2: Learning Holistic Audio Generation with Self-supervised Pretraining
by: Liu, Haohe, et al.
Published: (2023)

Hindi audio-video-Deepfake (HAV-DF): A Hindi language-based Audio-video Deepfake Dataset
by: Kaur, Sukhandeep, et al.
Published: (2024)

LAV: Audio-Driven Dynamic Visual Generation with Neural Compression and StyleGAN2
by: Jung, Jongmin, et al.
Published: (2025)

Towards Assessing Data Replication in Music Generation with Music Similarity Metrics on Raw Audio
by: Batlle-Roca, Roser, et al.
Published: (2024)

Efficient Video to Audio Mapper with Visual Scene Detection
by: Yi, Mingjing, et al.
Published: (2024)

Beyond Single-Audio: Advancing Multi-Audio Processing in Audio Large Language Models
by: Chen, Yiming, et al.
Published: (2024)

Sync-TVA: A Graph-Attention Framework for Multimodal Emotion Recognition with Cross-Modal Fusion
by: Deng, Zeyu, et al.
Published: (2025)

Early Joint Learning of Emotion Information Makes MultiModal Model Understand You Better
by: Ge, Mengying, et al.
Published: (2024)

Learning Temporal Resolution in Spectrogram for Audio Classification
by: Liu, Haohe, et al.
Published: (2022)

MusicSem: A Semantically Rich Language--Audio Dataset of Natural Music Descriptions
by: Salganik, Rebecca, et al.
Published: (2026)

LPIPS-AttnWav2Lip: Generic Audio-Driven lip synchronization for Talking Head Generation in the Wild
by: Chen, Zhipeng, et al.
Published: (2026)