AIBullisharXiv – CS AI · 10h ago6/10
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Field-Localized Forgery Detection for Digital Identity Documents
Researchers introduce FLiD, a lightweight deep learning framework that detects forged identity documents by analyzing specific fields like faces and text rather than entire documents. The method achieves superior accuracy to existing general-purpose forensics tools while using 13x fewer parameters, addressing a critical vulnerability in remote identity verification systems.