DocumentCode :
1559064
Title :
Color invariance
Author :
Geusebroek, Jan-Mark ; Van den Boomgaard, R. ; Smeulders, Arnold W M ; Geerts, Hugo
Author_Institution :
Dept. of Comput. Sci., Amsterdam Univ., Netherlands
Volume :
23
Issue :
12
fYear :
2001
fDate :
12/1/2001 12:00:00 AM
Firstpage :
1338
Lastpage :
1350
Abstract :
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
Keywords :
Gaussian processes; differential geometry; image colour analysis; lighting; optical variables measurement; reflectivity; Gaussian color model; Kubelka-Munk theory; color constancy; color images; colored object reflectance; differential geometry; illumination; measurement theory; multispectral imaging; photometric invariance; scale-space; Color; Colored noise; Geometry; Image edge detection; Image segmentation; Lighting; Photometry; Reflectivity; Robustness; Solid modeling;
fLanguage :
English
Journal_Title :
Pattern Analysis and Machine Intelligence, IEEE Transactions on
Publisher :
ieee
ISSN :
0162-8828
Type :
jour
DOI :
10.1109/34.977559
Filename :
977559
Link To Document :
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