COLOR CONSTANCY USING STAGE CLASSIFICATION

被引:0
|
作者
Lu, Rui [1 ,2 ]
Gijsenij, Arjan [2 ]
Gevers, Theo [2 ]
van de Sande, Koen [2 ]
Geusebroek, Jan-Mark [2 ]
Xu, De [1 ]
机构
[1] Beijing Jiaotong Univ, Sch Comp & Informat Technol, Beijing, Peoples R China
[2] Univ Amsterdam, Intelligent Syst Lab Amsterdam, NL-1012 WX Amsterdam, Netherlands
关键词
Color constancy; illuminant estimation; stage classification; SVM;
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
The aim of color constancy is to remove the effect of the color of the light source. Since color constancy is inherently an ill-posed problem, different assumptions have been proposed. Because existing color constancy algorithms are based on specific assumptions, none of them can be considered as universal. Therefore, how to select a proper algorithm for a given imaging configuration is an important question. In this paper, image stage models are used to aid the selection of a specific color constancy algorithm. Image stages are 3D models of a scene. Based on stage classification, the most suitable color constancy algorithms is selected. Experiments on large scale image datasets show that the proposed algorithm using stage classification outperforms state-of-the-art single color constancy algorithms with an improvement of almost 8%.
引用
收藏
页码:685 / +
页数:2
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