Person Recognition Using 3-D Palmprint Data Based on Full-Field Sinusoidal Fringe Projection

被引:21
|
作者
Bai, Xuefei [1 ]
Gao, Nan [1 ]
Zhang, Zonghua [1 ]
Zhang, David [2 ]
机构
[1] Hebei Univ Technol, Sch Mech Engn, Tianjin 300130, Peoples R China
[2] Chinese Univ Hong Kong, Sch Sci & Engn, Shenzhen 518172, Peoples R China
基金
欧盟地平线“2020”; 中国国家自然科学基金;
关键词
3-D palmprint; binary code list; fringe projection; Gabor filter; mean curvature image (MCI); person recognition; 3D PALMPRINT; 2D; REPRESENTATION; PROFILOMETRY; SELECTION; SYSTEM; SHAPE; LINE;
D O I
10.1109/TIM.2018.2877226
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Palmprint-based biometrics has been widely studied for human recognition. However, for feature extraction and matching, most of the current systems use a 2-D image, which can be easily forged. As depth information is included, 3-D palmprints are more competitive in anticounterfeiting. This paper presents a novel person recognition method using 3-D palmprint data. The full-field sinusoidal fringe projection technique is employed to collect 3-D palmprint data remotely and quickly, from which the orientation feature of the mean curvature image is extracted through a revised Gabor filter. An effective feature matching strategy called the binary code list is proposed for classification. Using the developed capture system, a 3-D palmprint database is established, and verification and identification experiments are performed. The PolyU 3-D palmprint database is also used to evaluate the performance of the proposed recognition method. Compared with traditional single-mode feature-based 3-D palmprint recognition methods, the proposed method is more accurate, efficient, and faster.
引用
收藏
页码:3287 / 3298
页数:12
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