Cover Image

MixFake: Benchmarking and Enhancing Audio Deepfake Detection in Diverse Real-world Mixed Audio

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Li, Qingcao, Lin, Yipeng, Lian, Weichen, Ba, Zhongjie, Cheng, Peng, Lian, Zhichao
Format:	Preprint
Published:	2026
Subjects:	Sound Multimedia
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Self-Attention and Hybrid Features for Replay and Deep-Fake Audio Detection
by: Huang, Lian, et al.
Published: (2024)

Enkidu: Universal Frequential Perturbation for Real-Time Audio Privacy Protection against Voice Deepfakes
by: Feng, Zhou, et al.
Published: (2025)

AV-EMO-Reasoning: Benchmarking Emotional Reasoning Capabilities in Omni-modal LLMS with Audio-visual Cues
by: Zhou, Dingkun, et al.
Published: (2025)

Manipulated Regions Localization For Partially Deepfake Audio: A Survey
by: He, Jiayi, et al.
Published: (2025)

Zero-Shot Fake Video Detection by Audio-Visual Consistency
by: Li, Xiaolou, et al.
Published: (2024)

MoLEx: Mixture of LoRA Experts in Speech Self-Supervised Models for Audio Deepfake Detection
by: Pan, Zihan, et al.
Published: (2025)

MMAR: A Challenging Benchmark for Deep Reasoning in Speech, Audio, Music, and Their Mix
by: Ma, Ziyang, et al.
Published: (2025)

Trusted Fake Audio Detection Based on Dirichlet Distribution
by: Ding, Chi, et al.
Published: (2025)

DreamFoley: Scalable VLMs for High-Fidelity Video-to-Audio Generation
by: Li, Fu, et al.
Published: (2025)

AudioSetMix: Enhancing Audio-Language Datasets with LLM-Assisted Augmentations
by: Xu, David
Published: (2024)

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

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

MusiCRS: Benchmarking Audio-Centric Conversational Recommendation
by: Surana, Rohan, et al.
Published: (2025)

MTAVG-Bench: A Diagnostic Benchmark for Multi-Talker Dialogue-Centric Audio-Video Generation
by: Zhou, Yang-Hao, et al.
Published: (2026)

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

SpotSound: Enhancing Large Audio-Language Models with Fine-Grained Temporal Grounding
by: Sun, Luoyi, et al.
Published: (2026)

Generative Audio Extension and Morphing
by: Seetharaman, Prem, et al.
Published: (2026)

MeMo: Attentional Momentum for Real-time Audio-visual Speaker Extraction under Impaired Visual Conditions
by: Li, Junjie, et al.
Published: (2025)

Audio-Visual Separation with Hierarchical Fusion and Representation Alignment
by: Hu, Han, et al.
Published: (2025)

Delayed Commitment for Representation Readiness in Stage-wise Audio-Visual Learning
by: Xu, Xinmeng, et al.
Published: (2026)

SAVe: Self-Supervised Audio-visual Deepfake Detection Exploiting Visual Artifacts and Audio-visual Misalignment
by: Shahzad, Sahibzada Adil, et al.
Published: (2026)

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

Divide and Conquer: Multimodal Video Deepfake Detection via Cross-Modal Fusion and Localization
by: Li, Qingcao, et al.
Published: (2026)

Detecting Audio-Visual Deepfakes with Fine-Grained Inconsistencies
by: Astrid, Marcella, et al.
Published: (2024)

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

MMED: A Multimodal Micro-Expression Dataset based on Audio-Visual Fusion
by: Wang, Junbo, et al.
Published: (2025)

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

A Multi-Stream Fusion Approach with One-Class Learning for Audio-Visual Deepfake Detection
by: Lee, Kyungbok, et al.
Published: (2024)

SAVGBench: Benchmarking Spatially Aligned Audio-Video Generation
by: Shimada, Kazuki, et al.
Published: (2024)

MR-DAW: Towards Collaborative Digital Audio Workstations in Mixed Reality
by: Hopkins, Torin, et al.
Published: (2026)

The Interspeech 2026 Audio Reasoning Challenge: Evaluating Reasoning Process Quality for Audio Reasoning Models and Agents
by: Ma, Ziyang, et al.
Published: (2026)

Statistics-aware Audio-visual Deepfake Detector
by: Astrid, Marcella, et al.
Published: (2024)

Listen, Pause, and Reason: Toward Perception-Grounded Hybrid Reasoning for Audio Understanding
by: Wang, Jieyi, et al.
Published: (2026)

Audio-Visual Deepfake Detection With Local Temporal Inconsistencies
by: Astrid, Marcella, et al.
Published: (2025)

Coherent Audio-Visual Editing via Conditional Audio Generation Following Video Edits
by: Ishii, Masato, et al.
Published: (2025)

RVCBench: Benchmarking the Robustness of Voice Cloning Across Modern Audio Generation Models
by: Jin, Ruinan, et al.
Published: (2026)

HDA-SELD: Hierarchical Cross-Modal Distillation with Multi-Level Data Augmentation for Low-Resource Audio-Visual Sound Event Localization and Detection
by: Wang, Qing, et al.
Published: (2025)

Variable-Length Audio Fingerprinting
by: Chen, Hongjie, et al.
Published: (2026)

3MDiT: Unified Tri-Modal Diffusion Transformer for Text-Driven Synchronized Audio-Video Generation
by: Li, Yaoru, et al.
Published: (2025)

XGC-AVis: Towards Audio-Visual Content Understanding with a Multi-Agent Collaborative System
by: Cao, Yuqin, et al.
Published: (2025)