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RoPAD: Robust Presentation Attack Detection through Unsupervised Adversarial Invariance

RoPAD: Robust Presentation Attack Detection through Unsupervised Adversarial Invariance

For enterprise, personal and societal applications, there is now an increasing demand for automated authentication of identity from images using computer vision. However, current authentication technologies are still vulnerable to presentation attacks. We present RoPAD, an end-to-end deep learning model for presentation attack detection that employs unsupervised adversarial invariance to …