Color invariance

被引:363
作者
Geusebroek, JM
van den Boomgaard, R
Smeulders, AWM
Geerts, H
机构
[1] Univ Amsterdam, Fac Sci, Dept Comp Sci, NL-1098 SJ Amsterdam, Netherlands
[2] Janssen Res Fdn, CNS Discovery Res, B-2340 Beerse, Belgium
关键词
photometric invariance; color constancy; measurement theory; scale-space; differential invariants; differential geometry; multispectral imaging; Kubelka-Munk theory; photometric models; Gaussian color model;
D O I
10.1109/34.977559
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper presents the measurement of colored object reflectance, under different, general assumptions regarding the imaging conditions. We exploit the Gaussian scale-space paradigm for color images to define a framework for the robust measurement of object reflectance from color images. Object reflectance is derived from a physical reflectance model based on the Kubelka-Munk theory for colorant layers. Illumination and geometrical invariant properties are derived from the reflectance model. Invariance and discriminative power of the color invariants is experimentally investigated, showing the invariants to be successful in discounting shadow, illumination, highlights, and noise. Extensive experiments show the different invariants to be highly discriminative, while maintaining invariance properties. The presented framework for color measurement is well-founded in the physics of color as well as in measurement science. Hence, the proposed invariants are considered more adequate for the measurement of invariant color features than existing methods.
引用
收藏
页码:1338 / 1350
页数:13
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