DocumentCode :
3168010
Title :
Moment based normalization of color images
Author :
Lenz, Reiner ; Tran, Linh Viet ; Meer, Peter
Author_Institution :
ITN, Linkoping Univ., Sweden
fYear :
1999
fDate :
1999
Firstpage :
103
Lastpage :
108
Abstract :
In many multi-media applications it is desirable to separate the influence of the illumination sources and imaging equipment from the properties of the depicted scene. The ability of the human visual system to solve this task in many situations is known as color constancy. Technical applications of these methods include automatic color correction and illumination independent search in image databases. Many conventional computational color constancy methods assume that the effect of an illumination change can be described by a matrix multiplication with a diagonal matrix. In this paper we introduce a color normalization algorithm which computes the unique color transformation matrix which normalizes a given set of moments computed from the color distribution of an image. This normalization procedure is a generalization of the channel independent color constancy methods since general matrix transformations are considered. We compare the performance of this new normalization method with conventional color constancy methods. The experiments show that diagonal transformation matrices provide a better illumination compensation. This shows that the color moments also contain significant information about the color distributions of the objects in the image which is independent of the illumination characteristics. In another set of experiments we use the unique transformation matrix as a descriptor of the set of moments which describe the global color distribution in the image. Combining the matrices computed from two such images describes the color differences between them. We then use this as a tool for color dependent search in image databases. This matrix based color search is computationally less demanding than histogram based color search tools
Keywords :
matrix multiplication; visual databases; automatic color correction; color dependent search; color images; diagonal matrix; illumination independent search; illumination sources; image databases; imaging equipment; matrix multiplication; moment based normalization; multimedia systems; Color; Differential equations; Distributed computing; Humans; Image databases; Layout; Lighting; Probability distribution; Vectors; Visual system;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Multimedia Signal Processing, 1999 IEEE 3rd Workshop on
Conference_Location :
Copenhagen
Print_ISBN :
0-7803-5610-1
Type :
conf
DOI :
10.1109/MMSP.1999.793805
Filename :
793805
Link To Document :
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