Kernel PCA enabled bit-string representation for minutiae-based cancellable fingerprint template

作者:

Highlights:

• A fixed-length binary representation of fingerprint using kernel PCA is proposed.

• Performance after applying KPCA drops slightly.

• Performance of the final bit-string is excellent, achieving average EER of 0.09%.

• The method is strong against inverse and linkage attacks but not masquerade attack.

• The computational complexity of the proposed scheme is high.

摘要

Highlights•A fixed-length binary representation of fingerprint using kernel PCA is proposed.•Performance after applying KPCA drops slightly.•Performance of the final bit-string is excellent, achieving average EER of 0.09%.•The method is strong against inverse and linkage attacks but not masquerade attack.•The computational complexity of the proposed scheme is high.

论文关键词:Cancellable fingerprint,Multi-line code (MLC),Kernel principal components analysis (KPCA),Fixed-length representation

论文评审过程:Received 21 April 2014, Revised 23 September 2015, Accepted 24 September 2015, Available online 9 October 2015, Version of Record 27 November 2015.

论文官网地址:https://doi.org/10.1016/j.patcog.2015.09.032