Optimizing CNN Architectures for Face Liveness Detection: Performance, Efficiency, and Generalization across Datasets

Smita Khairnar, Shilpa Gite, Biswajeet Pradhan, Sudeep D. Thepade, Abdullah M. Alamri · Computer Modeling in Engineering & Sciences · 2025

Face liveness detection is essential for securing biometric authentication systems against spoofing attacks, including printed photos, replay videos, and 3D masks. This study systematically evaluates pre-trained CNN models—... | Find, read and cite all the research you need on Tech Science Press

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