A Fast Face Recognition Method Based on Fractal Coding

被引:7
|
作者
Tang, Zhijie [1 ]
Wu, Xiaocheng [1 ]
Leng, Xinnan [1 ]
Chen, Weiwei [1 ]
机构
[1] Shanghai Univ, Sch Mechatron Engn & Automat, Yanchang Rd, Shanghai 200072, Peoples R China
基金
中国国家自然科学基金;
关键词
Facial symmetry; Fractal coding; Fractal Neighbor Distance-based Classification; Face recognition; i.MX6; CLASSIFICATION;
D O I
10.1007/s11760-017-1078-7
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
Nowadays, many methods for face recognition are proposed and most of them can obtain good results. However, when these methods are simulated on the platform of the PC, it is hard to apply these methods, especially complex ones to practical devices. This paper uses fractal theory to compress face images and improves the encoding speed with the inherent feature of facial symmetry. To improve the performance of Fractal Neighbor Distance (FND), which is a way of ranging, the degree of similarity between encoded images is defined, and a novel method called Fractal Neighbor Distance-based Classification (FNDC) is presented in this paper. The criterion of FNDC is classifying different samples of the same person as a class. Experimental results on Yale, FERET and CMU PIE databases show the effectiveness of FNDC in face recognition. Then we apply the method to i.MX6 which embeds Android operating system. Actual operating results demonstrated the high efficiency of our method in runtime and correct rate.
引用
收藏
页码:1221 / 1228
页数:8
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