Hand geometry verification using time series representation

被引:0
作者
Niennattrakul, Vit [1 ]
Wanichsan, Dachawut [1 ]
Ratanamahatana, Chotirat Ann [1 ]
机构
[1] Chulalongkorn Univ, Dept Comp Engn, Phayathai Rd, Bangkok 10330, Thailand
来源
KNOWLEDGE-BASED INTELLIGENT INFORMATION AND ENGINEERING SYSTEMS: KES 2007 - WIRN 2007, PT II, PROCEEDINGS | 2007年 / 4693卷
关键词
biometric; hand geometry; verification system; time series;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Biometric authentication based on human physical traits has recently been heavily studied; these biometric sources include face, hand geometry, voice, fingerprint, iris, retina, etc. The hand geometry is one of the most conventional biometric since it is fairly easy to implement and acquire the data, comparing to other biometrics such as retina, iris, or DNA sequences. In this work, we propose a novel time series representation for hand geometry system by converting raw images into time series data, where this representation can gracefully handle variability of hand's position, translation, and rotation, especially in a peg-free system with the help of a Dynamic Time Warping similarity measure. We demonstrate the utility of our approach by implementting the real hand geometry verification/identification system, and it has proven to work effectively and competitively with low false acceptance and false rejection rates.
引用
收藏
页码:824 / 831
页数:8
相关论文
共 50 条
[21]   Users Verification Based on Palm-Prints and Hand Geometry with Hidden Markov Models [J].
Kubanek, Mariusz ;
Smorawa, Dorota ;
Adrjanowicz, Lukasz .
ARTIFICIAL INTELLIGENCE AND SOFT COMPUTING, PT II, 2013, 7895 :275-285
[22]   Similarity measures for time series data classification using grid representation and matrix distance [J].
Yanqing Ye ;
Jiang Jiang ;
Bingfeng Ge ;
Yajie Dou ;
Kewei Yang .
Knowledge and Information Systems, 2019, 60 :1105-1134
[23]   A Time-Series Representation for Temporal Web Mining Using a Data Band Approach [J].
Samia, Mireille ;
Conrad, Stefan .
DATABASES AND INFORMATION SYSTEMS IV, 2007, 155 :161-174
[24]   Similarity measures for time series data classification using grid representation and matrix distance [J].
Ye, Yanqing ;
Jiang, Jiang ;
Ge, Bingfeng ;
Dou, Yajie ;
Yang, Kewei .
KNOWLEDGE AND INFORMATION SYSTEMS, 2019, 60 (02) :1105-1134
[25]   Rotation-invariant similarity in time series using bag-of-patterns representation [J].
Jessica Lin ;
Rohan Khade ;
Yuan Li .
Journal of Intelligent Information Systems, 2012, 39 :287-315
[26]   Finding Structural Similarity in Time Series Data Using Bag-of-Patterns Representation [J].
Lin, Jessica ;
Li, Yuan .
SCIENTIFIC AND STATISTICAL DATABASE MANAGEMENT, PROCEEDINGS, 2009, 5566 :461-477
[27]   Industrial Fault Detection using Contrastive Representation Learning on Time-series Data [J].
Zhang, Kexin ;
Cai, Rongyao ;
Liu, Yong .
IFAC PAPERSONLINE, 2023, 56 (02) :3197-3202
[28]   Identity verification using shape and geometry of human hands [J].
Sharma, Shefali ;
Dubey, Shiv Ram ;
Singh, Satish Kumar ;
Saxena, Rajiv ;
Singh, Rajat Kumar .
EXPERT SYSTEMS WITH APPLICATIONS, 2015, 42 (02) :821-832
[29]   Histogram Anomaly Time Series A Compact Graphical Representation of Spatial Time Series Data Sets [J].
Potter, Gerald L. ;
Huffman, George J. ;
Bolvin, David T. ;
Bosilovich, Michael G. ;
Hertz, Judy ;
Carriere, Laura E. .
BULLETIN OF THE AMERICAN METEOROLOGICAL SOCIETY, 2020, 101 (12) :E2133-E2137
[30]   Fuzzy Knowledge Representation for Linguistic Description of Time Series [J].
Bugarin, A. ;
Marin, N. ;
Sanchez, D. ;
Trivino, G. .
PROCEEDINGS OF THE 2015 CONFERENCE OF THE INTERNATIONAL FUZZY SYSTEMS ASSOCIATION AND THE EUROPEAN SOCIETY FOR FUZZY LOGIC AND TECHNOLOGY, 2015, 89 :1346-1353