Cover Image

Morphology-optimized Multi-Scale Fusion: Combining Local Artifacts and Mesoscopic Semantics for Deepfake Detection and Localization

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Shuai, Chao, Wang, Gaojian, Pan, Kun, Wu, Tong, Jin, Fanli, Tan, Haohan, Li, Mengxiang, Liu, Zhenguang, Lin, Feng, Ren, Kui
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

Scalable Face Security Vision Foundation Model for Deepfake, Diffusion, and Spoofing Detection
by: Wang, Gaojian, et al.
Published: (2025)

FSFM: A Generalizable Face Security Foundation Model via Self-Supervised Facial Representation Learning
by: Wang, Gaojian, et al.
Published: (2024)

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

Exposing the Deception: Uncovering More Forgery Clues for Deepfake Detection
by: Ba, Zhongjie, et al.
Published: (2024)

When Detectors Forget Forensics: Blocking Semantic Shortcuts for Generalizable AI-Generated Image Detection
by: Shuai, Chao, et al.
Published: (2026)

Data-Independent Operator: A Training-Free Artifact Representation Extractor for Generalizable Deepfake Detection
by: Tan, Chuangchuang, et al.
Published: (2024)

LAA-Net: Localized Artifact Attention Network for Quality-Agnostic and Generalizable Deepfake Detection
by: Nguyen, Dat, et al.
Published: (2024)

Unveiling Deepfakes: A Frequency-Aware Triple Branch Network for Deepfake Detection
by: Shen, Qihao, et al.
Published: (2026)

Multi-modal Deepfake Detection and Localization with FPN-Transformer
by: Zheng, Chende, et al.
Published: (2025)

Dynamic Feature Fusion: Combining Global Graph Structures and Local Semantics for Blockchain Fraud Detection
by: Sheng, Zhang, et al.
Published: (2025)

Harnessing Frequency Spectrum Insights for Image Copyright Protection Against Diffusion Models
by: Liu, Zhenguang, et al.
Published: (2025)

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

From Specificity to Generality: Revisiting Generalizable Artifacts in Detecting Face Deepfakes
by: Ma, Long, et al.
Published: (2025)

Aletheia: Physics-Conditioned Localized Artifact Attention (PhyLAA-X) for End-to-End Generalizable and Robust Deepfake Video Detection
by: Ghori, Devendra
Published: (2026)

IPAD-CLIP: Teaching CLIP to Detect Image Local Perceptual Artifacts
by: Wang, Juan, et al.
Published: (2026)

ETGuard: Malicious Encrypted Traffic Detection in Blockchain-based Power Grid Systems
by: Zhou, Peng, et al.
Published: (2024)

Audio Deepfake Detection at the First Greeting: "Hi!"
by: Shi, Haohan, et al.
Published: (2026)

In Anticipation of Perfect Deepfake: Identity-anchored Artifact-agnostic Detection under Rebalanced Deepfake Detection Protocol
by: Wang, Wei-Han, et al.
Published: (2024)

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

SNAP: Speaker Nulling for Artifact Projection in Speech Deepfake Detection
by: Jung, Kyudan, et al.
Published: (2026)

GOLFer: Smaller LM-Generated Documents Hallucination Filter & Combiner for Query Expansion in Information Retrieval
by: Liu, Lingyuan, et al.
Published: (2025)

The Role of Corporate Social Responsibility in Shaping Brand Loyalty in the Retail Sector
by: Gaojian Chen
Published: (2026)

Pay Less Attention to Deceptive Artifacts: Robust Detection of Compressed Deepfakes on Online Social Networks
by: Li, Manyi, et al.
Published: (2025)

Laser Induced Graphene for EMI Shielding and Damage Detection in Kevlar/Basalt Hybrid Composite Laminates
by: Weifu Sun, et al.
Published: (2025)

HACD: Harnessing Attribute Semantics and Mesoscopic Structure for Community Detection
by: Zhang, Anran, et al.
Published: (2024)

Exp4Fuse: A Rank Fusion Framework for Enhanced Sparse Retrieval using Large Language Model-based Query Expansion
by: Liu, Lingyuan, et al.
Published: (2025)

A Novel Local Focusing Mechanism for Deepfake Detection Generalization
by: Li, Mingliang, et al.
Published: (2025)

LOGER: Local--Global Ensemble for Robust Deepfake Detection in the Wild
by: Wu, Fei, et al.
Published: (2026)

Semantic-Deviation-Anchored Multi-Branch Fusion for Unsupervised Anomaly Detection and Localization in Unstructured Conveyor-Belt Coal Scenes
by: Jin, Wenping, et al.
Published: (2026)

Patch-Discontinuity Mining for Generalized Deepfake Detection
by: Yuan, Huanhuan, et al.
Published: (2025)

Bridging Pixels and Words: Mask-Aware Local Semantic Fusion for Multimodal Media Verification
by: Chen, Zizhao, et al.
Published: (2026)

Capture Artifacts via Progressive Disentangling and Purifying Blended Identities for Deepfake Detection
by: Zhou, Weijie, et al.
Published: (2024)

AFSS: Artifact-Focused Self-Synthesis for Mitigating Bias in Audio Deepfake Detection
by: Nguyen-Le, Hai-Son, et al.
Published: (2026)

EchoFake: A Replay-Aware Dataset for Practical Speech Deepfake Detection
by: Zhang, Tong, et al.
Published: (2025)

FractalForensics: Proactive Deepfake Detection and Localization via Fractal Watermarks
by: Wang, Tianyi, et al.
Published: (2025)

Delocate: Detection and Localization for Deepfake Videos with Randomly-Located Tampered Traces
by: Hu, Juan, et al.
Published: (2024)

Anomaly Detection and Localization for Speech Deepfakes via Feature Pyramid Matching
by: Coletta, Emma, et al.
Published: (2025)

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

Next-Frame Feature Prediction for Multimodal Deepfake Detection and Temporal Localization
by: Anshul, Ashutosh, et al.
Published: (2025)

Benchmarking Audio Deepfake Detection Robustness in Real-world Communication Scenarios
by: Shi, Haohan, et al.
Published: (2025)