Novel multimodal template generation algorithm

Padma Polash Paul, M. Gavrilova
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引用次数: 5

Abstract

Multimodal biometric system has emerged as a highly successful new approach to combat problems of unimodal biometric system such as intraclass variability, interclass similarity, data quality, non-universality, and sensitivity to noise. The idea behind the cancelable biometric or cancelability is to transform a biometric data or feature into a new one so that the stored biometric template can be easily changed in a biometric security system. In this paper, we present a novel architecture for template generation within the context of the cancelable multimodal system. We develop a novel cancelable biometric template generation algorithm using random projection and transformation-based feature extraction and selection. We further validate the performance of the proposed algorithm on a virtual multimodal face and ear database.
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一种新的多模态模板生成算法
多模态生物识别系统作为一种非常成功的新方法出现,以解决单模态生物识别系统的问题,如类内变异性、类间相似性、数据质量、非普适性和对噪声的敏感性。可取消生物特征或可取消性背后的思想是将生物特征数据或特征转换为新的数据或特征,以便在生物特征安全系统中轻松更改存储的生物特征模板。在本文中,我们提出了一种在可取消多模态系统环境下生成模板的新架构。我们开发了一种新的基于随机投影和变换的特征提取和选择的可取消生物特征模板生成算法。我们进一步在一个虚拟的多模态人脸和耳朵数据库上验证了该算法的性能。
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