Infrared-based Face Identification System Via Multi-Thermal Moment Invariants Distribution

被引:0
|
作者
Abas, Khairul Hamimah [1 ]
Ono, Osamu [1 ]
Abas, Khairul Hamimah [1 ]
机构
[1] Meiji Univ, Sch Sci & Engn, Dept Elect & Bioinformat, Kanagawa, Japan
关键词
face identification; infrared; moment invariants; centroid; decomposition; RECOGNITION; IMAGES;
D O I
暂无
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
This paper presents the implementation of moment invariants in an infrared-based face identification system to develop a novel and less complicated face identification system in thermal spectrum. Initially the system decomposes an infrared image into 4 thermal regions via 3-valued threshold method. In order to increase the information obtained from each decomposed IR image, the first four of the classical Hu's moment invariants were computed from each generated thermal regions. Additional to this, centroid point and area (in pixel) were also obtained from each generated thermal region. The acquired Hu's moment invariants together with the acquired centroid point and area (in pixel) forms a string of features for classification/identification. This system employs a hierarchical minimum distance measurement method for classification purposes. The performance of this system is encouraging with 87% of correct identification rate for test to registered image ratio of 2:1 and 84% of correct identification rate for test to registered image ratio of 4:1.
引用
收藏
页码:635 / 639
页数:5
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