Using residual images with BSIF for iris liveness detection

作者:

Highlights:

• A new method is proposed for iris liveness detection using residual images with BSIF.

• Three high pass filters were applied separately before feature extraction.

• The three filters enhanced in the results of the contact lens database.

• The dataset evaluated in both modes: segmented and unsegmented eye images.

• Comparison with the previous work done, before the enhancement.

摘要

•A new method is proposed for iris liveness detection using residual images with BSIF.•Three high pass filters were applied separately before feature extraction.•The three filters enhanced in the results of the contact lens database.•The dataset evaluated in both modes: segmented and unsegmented eye images.•Comparison with the previous work done, before the enhancement.

论文关键词:Liveness detection,Anti-spoofing,Presentation attack detection

论文评审过程:Received 15 March 2020, Revised 8 May 2021, Accepted 20 May 2021, Available online 26 May 2021, Version of Record 9 June 2021.

论文官网地址:https://doi.org/10.1016/j.eswa.2021.115266