Cover Image

MVAD: A Benchmark Dataset for Multimodal AI-Generated Video-Audio Detection

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Hu, Mengxue, Diao, Yunfeng, Miao, Changtao, Guo, Zhiqing, Li, Jianshu, Li, Zhe, Zhou, Joey Tianyi
Format:	Preprint
Published:	2025
Subjects:	Computer Vision and Pattern Recognition
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

DDL: A Large-Scale Datasets for Deepfake Detection and Localization in Diversified Real-World Scenarios
by: Miao, Changtao, et al.
Published: (2025)

MFFI: Multi-Dimensional Face Forgery Image Dataset for Real-World Scenarios
by: Miao, Changtao, et al.
Published: (2025)

AEGIS: Authenticity Evaluation Benchmark for AI-Generated Video Sequences
by: Li, Jieyu, et al.
Published: (2025)

SUEDE:Shared Unified Experts for Physical-Digital Face Attack Detection Enhancement
by: Xie, Zuying, et al.
Published: (2025)

Inclusion 2024 Global Multimedia Deepfake Detection Challenge: Towards Multi-dimensional Face Forgery Detection
by: Zhang, Yi, et al.
Published: (2024)

Vulnerabilities in AI-generated Image Detection: The Challenge of Adversarial Attacks
by: Diao, Yunfeng, et al.
Published: (2024)

LaV-CoT: Language-Aware Visual CoT with Multi-Aspect Reward Optimization for Real-World Multilingual VQA
by: Huang, Jing, et al.
Published: (2025)

Adversarially Robust AI-Generated Image Detection for Free: An Information Theoretic Perspective
by: Zhang, Ruixuan, et al.
Published: (2025)

The Courtroom Trial of Pixels: Robust Image Manipulation Localization via Adversarial Evidence and Reinforcement Learning Judgment
by: Li, Songlin, et al.
Published: (2026)

Bridging Semantic Logic Gaps: A Cognition Inspired Multimodal Boundary Preserving Network for Image Manipulation Localization
by: Li, Songlin, et al.
Published: (2025)

Boosting Active Defense Persistence: A Two-Stage Defense Framework Combining Interruption and Poisoning Against Deepfake
by: Zheng, Hongrui, et al.
Published: (2025)

GIFGuard: Proactive Forensics against Deepfakes in Facial GIFs via Spatiotemporal Watermarking
by: Che, Shupeng, et al.
Published: (2026)

MVAD: A Multiple Visual Artifact Detector for Video Streaming
by: Feng, Chen, et al.
Published: (2024)

WaveGuard: Robust Deepfake Detection and Source Tracing via Dual-Tree Complex Wavelet and Graph Neural Networks
by: He, Ziyuan, et al.
Published: (2025)

Beyond Fully Supervised Pixel Annotations: Scribble-Driven Weakly-Supervised Framework for Image Manipulation Localization
by: Li, Songlin, et al.
Published: (2025)

DocShield: Towards AI Document Safety via Evidence-Grounded Agentic Reasoning
by: Zeng, Fanwei, et al.
Published: (2026)

Decoupling Semantics and Fingerprints: A Universal Representation for AI-Generated Image Detection
by: Wang, Zhiyuan, et al.
Published: (2026)

Beyond Modality Collapse: Representations Blending for Multimodal Dataset Distillation
by: Zhang, Xin, et al.
Published: (2025)

Uncovering and Mitigating Destructive Multi-Embedding Attacks in Deepfake Proactive Forensics
by: Jia, Lixin, et al.
Published: (2025)

Multisize Dataset Condensation
by: He, Yang, et al.
Published: (2024)

AVFakeBench: A Comprehensive Audio-Video Forgery Detection Benchmark for AV-LMMs
by: Xia, Shuhan, et al.
Published: (2025)

Evolving from Single-modal to Multi-modal Facial Deepfake Detection: Progress and Challenges
by: Liu, Ping, et al.
Published: (2024)

SpecFLASH: A Latent-Guided Semi-autoregressive Speculative Decoding Framework for Efficient Multimodal Generation
by: Wang, Zihua, et al.
Published: (2025)

Modelship Attribution: Tracing Multi-Stage Manipulations Across Generative Models
by: Tan, Zhiya, et al.
Published: (2025)

DeMamba: AI-Generated Video Detection on Million-Scale GenVideo Benchmark
by: Chen, Haoxing, et al.
Published: (2024)

Diversity-Driven Synthesis: Enhancing Dataset Distillation through Directed Weight Adjustment
by: Du, Jiawei, et al.
Published: (2024)

EIRES:Training-free AI-Generated Image Detection via Edit-Induced Reconstruction Error Shift
by: Jiang, Wan, et al.
Published: (2025)

Spanning Training Progress: Temporal Dual-Depth Scoring (TDDS) for Enhanced Dataset Pruning
by: Zhang, Xin, et al.
Published: (2023)

Visible-Thermal Tiny Object Detection: A Benchmark Dataset and Baselines
by: Ying, Xinyi, et al.
Published: (2024)

Low-Level Dataset Distillation for Medical Image Enhancement
by: Xu, Fengzhi, et al.
Published: (2025)

Exposing AI-generated Videos: A Benchmark Dataset and a Local-and-Global Temporal Defect Based Detection Method
by: He, Peisong, et al.
Published: (2024)

JoVA: Unified Multimodal Learning for Joint Video-Audio Generation
by: Huang, Xiaohu, et al.
Published: (2025)

IMS3: Breaking Distributional Aggregation in Diffusion-Based Dataset Distillation
by: Wang, Chenru, et al.
Published: (2026)

AI-Face: A Million-Scale Demographically Annotated AI-Generated Face Dataset and Fairness Benchmark
by: Lin, Li, et al.
Published: (2024)

DiffMark: Diffusion-based Robust Watermark Against Deepfakes
by: Sun, Chen, et al.
Published: (2025)

Beyond Next-Token Alignment: Distilling Multimodal Large Language Models via Token Interactions
by: Chen, Lin, et al.
Published: (2026)

Breaking Class Barriers: Efficient Dataset Distillation via Inter-Class Feature Compensator
by: Zhang, Xin, et al.
Published: (2024)

SciFigDetect: A Benchmark for AI-Generated Scientific Figure Detection
by: Hu, You, et al.
Published: (2026)

Data-independent Module-aware Pruning for Hierarchical Vision Transformers
by: He, Yang, et al.
Published: (2024)

Post-train Black-box Defense via Bayesian Boundary Correction
by: Wang, He, et al.
Published: (2023)