An incremental learning method for spoof fingerprint detection

作者：

Highlights：

• A new spoof fingerprint detection framework to learn new fakes incrementally.

• An expert-construction method is proposed, based on boosting and SVMs.

• A dynamic weight-update rule is proposed to combine multiple experts.

• The proposed method provides high incremental learning ability.

摘要

•A new spoof fingerprint detection framework to learn new fakes incrementally.•An expert-construction method is proposed, based on boosting and SVMs.•A dynamic weight-update rule is proposed to combine multiple experts.•The proposed method provides high incremental learning ability.

论文关键词：Spoof fingerprint detection,Static feature,Incremental learning,Catastrophic forgetting

论文评审过程：Received 24 August 2017, Revised 23 August 2018, Accepted 31 August 2018, Available online 3 September 2018, Version of Record 13 September 2018.

论文官网地址：https://doi.org/10.1016/j.eswa.2018.08.055