Color-based moment invariants under changing illumination

被引:0
|
作者
Sun, Danyu [1 ,2 ]
Kan, Jiangming [1 ,2 ]
Chen, Songnan [1 ,2 ]
机构
[1] Beijing Forestry Univ, Sch Technol, Beijing, Peoples R China
[2] Key Lab State Forestry Adm Forestry Equipment & A, Beijing, Peoples R China
基金
中国国家自然科学基金;
关键词
color descriptors; illumination variation; invariants; moment; object recognition; image retrieval; OBJECT RECOGNITION; IMAGE RETRIEVAL; FACE RECOGNITION; CONSTANCY; DESCRIPTOR; FEATURES; EDGE;
D O I
10.1117/1.JEI.29.2.023015
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
Color, which is effective information for computer vision, is vulnerable to variations in illumination. It is necessary to achieve illumination invariance for the description of an image's color information. We propose two new color spaces that are robust to illumination changes: the color information color space based on the diagonal-offset model and the edge color space, the two channels of which are derived from the spherical color space and the linear transformation between the dark channel and the bright channel. Then, we propose a color moment invariant descriptor according to Hu moment invariants in the two new color spaces. We test the performance of the color descriptors with illumination variations in the context of object recognition and image retrieval. Experiments show that our descriptor has satisfactory stability for light variations. (C) 2020 SPIE and IS&T
引用
收藏
页数:18
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