Detection of skin color under changing illumination:: A comparative study

被引:20
作者
Martinkauppi, B [1 ]
Soriano, M [1 ]
Pietikäinen, M [1 ]
机构
[1] Univ Oulu, Machine Vis Grp, Oulu 90014, Finland
来源
12TH INTERNATIONAL CONFERENCE ON IMAGE ANALYSIS AND PROCESSING, PROCEEDINGS | 2003年
关键词
D O I
10.1109/ICIAP.2003.1234124
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Faces and hands recorded under natural environments are frequently subject to illumination variations which affect their color appearance. This is a problem when the color cue is used to detect skin candidates at pixel level. Traditionally, color constancy has been suggested for correction, but after a lot of effort no good solution suitable for machine vision has emerged. However many approaches have been proposed for general skin detection but they are typically tested under mild changes in illumination chromaticity or do not define the variation range. This makes it difficult to evaluate their applicability for objects under varying illumination. This paper compares four state-of-the-art skin detection schemes under realistic conditions with drastic chromaticity change.
引用
收藏
页码:652 / 657
页数:6
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