Feature Extraction for 3-D Palmprint Recognition: A Survey

被引:37
作者
Fei, Lunke [1 ]
Zhang, Bob [1 ]
Jia, Wei [1 ]
Wen, Jie [2 ]
Zhang, David [3 ]
机构
[1] Univ Macau, Dept Comp & Informat Sci, Taipa 999078, Macao, Peoples R China
[2] Hefei Univ Technol, Sch Comp & Informat, Hefei 230009, Peoples R China
[3] Chinese Univ Hong Kong, Sch Sci & Engn, Shenzhen 518172, Peoples R China
基金
中国国家自然科学基金;
关键词
3-D palmprint recognition; biometric; feature extraction and matching; survey; 3D PALMPRINT; ULTRASOUND TECHNIQUE; FACE RECOGNITION; 2D; IDENTIFICATION; REPRESENTATION; LINE; PCA; CHALLENGES; DIRECTION;
D O I
10.1109/TIM.2020.2964076
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
The 3-D palmprint recognition has been investigated for over ten years, and various methods have been proposed for 3-D palmprint recognition. In this article, we present a comprehensive overview of feature extraction and matching for 3-D palmprint recognition over the past decade. First, we introduce the 3-D palmprint data acquisition and preprocessing processes. Second, we comparatively study the state-of-the-art feature extraction schemes for 3-D palmprint recognition. Third, we conduct selected experiments to comparatively analyze the representative 3-D palmprint feature descriptors. Finally, we offer selected potential directions for 3-D palmprint recognition in future work. We believe that this article provides a helpful guide to researchers working in the fields of palmprint-based and 3-D-based biometrics.
引用
收藏
页码:645 / 656
页数:12
相关论文
共 81 条
[1]   A multimodal biometric authentication system based on 2D and 3D palmprint features [J].
Aggithaya, Vivek K. ;
Zhang, David ;
Luo, Nan .
BIOMETRIC TECHNOLOGY FOR HUMAN IDENTIFICATION V, 2008, 6944
[2]  
[Anonymous], 2013, 3D BIOMETRICS
[3]   Person Recognition Using 3-D Palmprint Data Based on Full-Field Sinusoidal Fringe Projection [J].
Bai, Xuefei ;
Gao, Nan ;
Zhang, Zonghua ;
Zhang, David .
IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT, 2019, 68 (09) :3287-3298
[4]   3D palmprint identification combining blocked ST and PCA [J].
Bai, Xuefei ;
Gao, Nan ;
Zhang, Zonghua ;
Zhang, David .
PATTERN RECOGNITION LETTERS, 2017, 100 :89-95
[5]   SEGMENTATION THROUGH VARIABLE-ORDER SURFACE FITTING [J].
BESL, PJ ;
JAIN, RC .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1988, 10 (02) :167-192
[6]   Multi-spectral palmprint recognition based on oriented multiscale log-Gabor filters [J].
Bounneche, Meriem Dorsaf ;
Boubchir, Larbi ;
Bouridane, Ahmed ;
Nekhoul, Bachir ;
Ali-Cherif, Arab .
NEUROCOMPUTING, 2016, 205 :274-286
[7]   Contactless palmprint and knuckle biometrics for mobile devices [J].
Choras, Michal ;
Kozik, Rafal .
PATTERN ANALYSIS AND APPLICATIONS, 2012, 15 (01) :73-85
[8]   2D and 3D palmprint fusion and recognition using PCA plus TPTSR method [J].
Cui, Jinrong .
NEURAL COMPUTING & APPLICATIONS, 2014, 24 (3-4) :497-502
[9]   Robust and Efficient Ridge-Based Palmprint Matching [J].
Dai, Jifeng ;
Feng, Jianjiang ;
Zhou, Jie .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2012, 34 (08) :1618-1632
[10]   Multifeature-Based High-Resolution Palmprint Recognition [J].
Dai, Jifeng ;
Zhou, Jie .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2011, 33 (05) :945-957