Unified 3D face and ear recognition using wavelets on geometry images

被引:44
作者
Theoharis, Theoharis
Passalis, Georgios [1 ]
Toderici, George
Kakadiaris, Loannis A.
机构
[1] Univ Athens, Dept Informat & Telecommun, Comp Graph Grp, GR-15784 Athens, Greece
[2] Univ Houston, Dept Comp Sci, Computat Biomed Lab, Houston, TX 77204 USA
基金
美国国家科学基金会;
关键词
face recognition; ear recognition; multimodal biometrics; wavelets; geometry images; deformable models;
D O I
10.1016/j.patcog.2007.06.024
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
As the accuracy of biometrics improves, it is getting increasingly hard to push the limits using a single modality. In this paper, a unified approach that fuses three-dimensional facial and ear data is presented. An annotated deformable model is fitted to the data and a geometry image is extracted. Wavelet coefficients are computed from the geometry image and used as a biometric signature. The method is evaluated using the largest publicly available database and achieves 99.7% rank-one recognition rate. The state-of-the-art accuracy of the multimodal fusion is attributed to the low correlation between the individual differentiability of the two modalities. (C) 2007 Pattern Recognition Society. Published by Elsevier Ltd. All rights reserved.
引用
收藏
页码:796 / 804
页数:9
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