RANK CORRELATION AS ILLUMINATION INVARIANT DESCRIPTOR FOR COLOR OBJECT RECOGNITION

被引:0
作者
Muselet, Damien [1 ]
Tremeau, Andalain [1 ]
机构
[1] Univ St Etienne, LIGIV EA 3070, F-42000 St Etienne, France
来源
2008 15TH IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, VOLS 1-5 | 2008年
关键词
Rank Measure; Illumination Invariance; Object Recognition; Color Descriptor;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper, we propose a compact illumination invariant color descriptor. Recent papers have shown that the rank measures of the pixels within a color image are invariant across illumination changes. We exploit this characteristic by measuring the rank correlation between different color components for pixels located at a particular distance from each other. This measure which takes into account both the color distribution and the spatial interactions between the pixels is stable across illumination changes. Furthermore, we show that 18 correlation measures are almost sufficient to discriminate 1000 objects and provide better results than classical invariant indexes which require much more memory space.
引用
收藏
页码:157 / 160
页数:4
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