论文标题
掌纹模板保护的复合固定长度有序功能,性能损失降低
Composite Fixed-Length Ordered Features for Palmprint Template Protection with Diminished Performance Loss
论文作者
论文摘要
棕榈印刷识别因其比其他生物识别方式(例如指纹)的优势而变得越来越流行,因为它的区域更大,信息越丰富,并且能够在远处工作。但是,棕榈印刷隐私和安全性(尤其是棕榈贴模板保护)的问题仍然不足。在很少的研究作品中,其中大多数仅使用掌刻的方向性和方向特征,并通过转换处理,从而产生不令人满意的保护和识别性能。因此,本文提出了一个面向保护的掌上图模板,该操作员具有固定的长度,并且通过融合点特征和方向特征在本质上进行订购。首先,根据MFRAT提取双向方向。然后将冲浪的关键点提取并转换为固定长度和有序特征。最后,使用IOM的不可逆转换来生成可撤销的棕榈贴模板,将融合双向和冲浪点融合的复合特征将被转换。实验表明,在Polyu和Casia数据库上不可逆转换后的EER分别为0.17%和0.19%,绝对精度损失分别为0.08%和0.07%,这证明了我们方法的优势。
Palmprint recognition has become more and more popular due to its advantages over other biometric modalities such as fingerprint, in that it is larger in area, richer in information and able to work at a distance. However, the issue of palmprint privacy and security (especially palmprint template protection) remains under-studied. Among the very few research works, most of them only use the directional and orientation features of the palmprint with transformation processing, yielding unsatisfactory protection and identification performance. Thus, this paper proposes a palmprint template protection-oriented operator that has a fixed length and is ordered in nature, by fusing point features and orientation features. Firstly, double orientations are extracted with more accuracy based on MFRAT. Then key points of SURF are extracted and converted to be fixed-length and ordered features. Finally, composite features that fuse up the double orientations and SURF points are transformed using the irreversible transformation of IOM to generate the revocable palmprint template. Experiments show that the EER after irreversible transformation on the PolyU and CASIA databases are 0.17% and 0.19% respectively, and the absolute precision loss is 0.08% and 0.07%, respectively, which proves the advantage of our method.