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Federated micro-expression mining and multi-modal metadata fusion for Deepfake fraud detection in ubiquitous financial video-KYC systems at IoT network

Introduction & Problem Statement- The increasing sophistication of AI-generated deepfakes poses significant challenges for financial video-KYC systems, where identity verification relies on accurate and real-time analysis of user biometrics. Traditional centralized and unimodal detection models...

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Principais autores: Romil Rawat, Anjali Rawat, Shweta Gupta, A. Samson Arun Raj, T.M. Thiyagu, Hitesh Rawat, Anand Rajavat
Formato: Artigo
Idioma:Inglês
Publicado em: Elsevier 2026-03-01
coleção:Franklin Open
Assuntos:
Deepfake detection
Federated learning
Micro-expression analysis
Multi-modal fusion
Video-KYC
IoT Security
Acesso em linha:http://www.sciencedirect.com/science/article/pii/S2773186326000393
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