Real masks and spoof faces: On the masked face presentation attack detection

作者：

Highlights：

• A new Collaborative Real Mask Attack Database consisting of novel masked attacks.

• Extensive PAD experiments to explore the impact of masked attacks on PAD performance.

• An detailed vulnerability analysis of face recognition systems on masked face attacks.

• Masked face attacks endanger the operation and security of face recognition systems.

摘要

•A new Collaborative Real Mask Attack Database consisting of novel masked attacks.•Extensive PAD experiments to explore the impact of masked attacks on PAD performance.•An detailed vulnerability analysis of face recognition systems on masked face attacks.•Masked face attacks endanger the operation and security of face recognition systems.

论文关键词：Face presentation attack detection,COVID-19,Masked face,Face recognition,Biometric security

论文评审过程：Received 16 February 2021, Revised 22 October 2021, Accepted 23 October 2021, Available online 26 October 2021, Version of Record 12 November 2021.

论文官网地址：https://doi.org/10.1016/j.patcog.2021.108398