Face Spoofing Detection Using Deep Learning
Shreyash Khatke, Shubham Pachpute, Rajat Shingate, Prof. kajal Khalate · International Journal of Research Publication and Reviews · 2025
Face recognition systems is a integral to modern security applications, are increasingly vulnerable to spoofing attacks using photographs, videos.Deep learning techniques, particularly convolutional neural networks (CNNs), have emerged as promising solutions for detecting such presentation attacks.This survey reviews deep learning-based methods for face spoofing detection, exploring their evolution, key approaches, and performance metrics.By synthesizing recent literature, we highlight the strengths and limitations of these techniques, focusing on their ability to address diverse spoofing scenarios.The paper concludes with an assessment of current challenges and future research directions in this critical domain of biometric security.