Eigenspace-based face hashing

We present a novel approach to generating cryptographic keys from biometrics. In our approach, the PCA coefficients of a face image are discretised using a bit-extraction method to n bits. We compare performance results obtained with and without the discretisation procedure applied to several PCA-ba...

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Bibliographic Details
Main Authors: Ngo, , DCL, Goh,, A, Teoh, , ABJ
Format: Article
Published: 2004
Subjects:
Online Access:http://shdl.mmu.edu.my/2502/
Description
Summary:We present a novel approach to generating cryptographic keys from biometrics. In our approach, the PCA coefficients of a face image are discretised using a bit-extraction method to n bits. We compare performance results obtained with and without the discretisation procedure applied to several PCA-based methods (including PCA, PCA with weighing coefficients, PCA on Wavelet Subband, and LDA) on a combined face image database. Results show that the discretisation step consistently increases the performance.