A New Invariant to Illumination Feature Descriptor for Pattern Recognition

被引:6
作者
Diaz-Escobar, J. [1 ]
Kober, V. I. [1 ,2 ,3 ]
Karnaukhov, V. N. [2 ]
Gonzalez-Fraga, J. A. [4 ]
机构
[1] Ctr Sci Res & Higher Educ Ensenada, Ensenada 22860, Baja California, Mexico
[2] Russian Acad Sci, Kharkevich Inst Informat Transmiss Problems, Moscow 127051, Russia
[3] Chelyabinsk State Univ, Chelyabinsk 454001, Russia
[4] Autonomous Univ Baja California, Ensenada 22860, Baja California, Mexico
基金
俄罗斯科学基金会;
关键词
feature descriptor; nonuniform illumination; phase congruency; monogenic signal; histogram of oriented gradients; PHASE; VISION;
D O I
10.1134/S1064226918120045
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
A new descriptor for describing features in gray-scale images that is invariant to nonuniform illumination is proposed. The suggested method for the feature descriptor design is based on a local energy model which is a biologically plausible model of the visual system. The algorithm for feature detection and construction of the descriptor uses the scale-space monogenic signal framework and a modified algorithm for calculation of the histogram of oriented gradients based on the phase congruence of the signals. The results of computer simulation show that the proposed descriptor provides excellent detection and matching of features at nonuniform illumination, noise, and minor geometric distortions in comparison with known descriptors.
引用
收藏
页码:1469 / 1474
页数:6
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