Plenoptic Face Presentation Attack Detection

IEEE Access. 2020:8:59007-59014. doi: 10.1109/access.2020.2980755. Epub 2020 Mar 13.

Abstract

The vulnerability of current face recognition systems to presentation attacks significantly limits their application in biometrics. Herein, we present a passive presentation attack detection method based on a complete plenoptic imaging system which can derive the complete plenoptic function of light rays using a single detector. Moreover, we constructed a multi-dimensional face database with 50 subjects and seven different types of presentation attacks. We experimentally demonstrated that our approach outperforms the state-of-the-art methods on all types of presentation attacks.

Keywords: Biometrics; face recognition; light-field imaging; multi-spectral imaging.