Spatial color component matching of images

Color and color neighborhood statistics have been used extensively in image matching and retrieval. However the effective incorporation of color layout information remains a challenging issue. In this paper we present a novel method for color layout based image matching called Spatial Color Componen...

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Published inInternational Conference on Pattern Recognition Vol. 3; pp. 948 - 951 vol.3
Main Authors Jianying Hu, Hadjidemetriou, E.
Format Conference Proceeding
LanguageEnglish
Published IEEE 2002
Subjects
Online AccessGet full text
ISBN076951695X
ISSN1051-4651
DOI10.1109/ICPR.2002.1048194

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Abstract Color and color neighborhood statistics have been used extensively in image matching and retrieval. However the effective incorporation of color layout information remains a challenging issue. In this paper we present a novel method for color layout based image matching called Spatial Color Component Matching (SCCM). First perceptually dominant colors are extracted from an image and are back-projected to segment the image into various areas. Then, each dominant color area, depending on its size, is segmented into a number of spatial units using a multilevel graph partitioning algorithm. Each unit is described in terms of its color and a set of spatial attributes to form a Spatial Color Component (SCC). All SCCs form a list that summarizes the color layout information in an image. The distance between two images is then defined by the minimum distance mapping between the two corresponding SCC lists. The algorithm has been evaluated using an image database of wall paper patterns and another database of natural images. It has been judged by human subjects to be highly effective in both cases.
AbstractList Color and color neighborhood statistics have been used extensively in image matching and retrieval. However the effective incorporation of color layout information remains a challenging issue. In this paper we present a novel method for color layout based image matching called Spatial Color Component Matching (SCCM). First perceptually dominant colors are extracted from an image and are back-projected to segment the image into various areas. Then, each dominant color area, depending on its size, is segmented into a number of spatial units using a multilevel graph partitioning algorithm. Each unit is described in terms of its color and a set of spatial attributes to form a Spatial Color Component (SCC). All SCCs form a list that summarizes the color layout information in an image. The distance between two images is then defined by the minimum distance mapping between the two corresponding SCC lists. The algorithm has been evaluated using an image database of wall paper patterns and another database of natural images. It has been judged by human subjects to be highly effective in both cases.
Author Jianying Hu
Hadjidemetriou, E.
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Snippet Color and color neighborhood statistics have been used extensively in image matching and retrieval. However the effective incorporation of color layout...
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StartPage 948
SubjectTerms Computer science
Data mining
Histograms
Image databases
Image matching
Image retrieval
Image segmentation
Partitioning algorithms
Spatial databases
Statistics
Title Spatial color component matching of images
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Volume 3
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