Face Recognition under Varying Illumination with Logarithmic Fractal Analysis

被引:32
作者
Faraji, Mohammad Reza [1 ]
Qi, Xiaojun [1 ]
机构
[1] Utah State Univ, Dept Comp Sci, Logan, UT 84322 USA
关键词
Face recognition; fractal analysis; illumination variation; logarithmic fractal dimension;
D O I
10.1109/LSP.2014.2343213
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
Face recognition under illumination variations is a challenging research area. This paper presents a new method based on the log function and the fractal analysis (FA) to produce a logarithmic fractal dimension (LFD) image which is illumination invariant. The proposed FA feature-based method is a very effective edge enhancer technique to extract and enhance facial features such as eyes, eyebrows, nose, and mouth. Our extensive experiments show the proposed method achieves the best recognition accuracy using one image per subject for training when compared to six recently proposed state-of-the-art methods.
引用
收藏
页码:1457 / 1461
页数:5
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