An efficient color representation for image retrieval

被引:142
作者
Deng, YN [1 ]
Manjunath, BS
Kenney, C
Moore, MS
Shin, H
机构
[1] Hewlett Packard Labs, Palo Alto, CA 94304 USA
[2] Univ Calif Santa Barbara, Dept Elect & Comp Engn, Santa Barbara, CA 93106 USA
[3] Samsung Elect Co, Seoul, South Korea
关键词
color indexing; dominant color feature; region-based retrieval;
D O I
10.1109/83.892450
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
A compact color descriptor and an efficient indexing method for this descriptor are presented. The target application is similarity retrieval in large image databases using color, Colors in a given region are clustered into a small number of representative colors, The feature descriptor consists of the representative colors and their percentages in the region. A similarity measure similar to the quadratic color histogram distance measure is defined for this descriptor. The representative colors can be indexed in the three-dimensional (3-D) color space thus avoiding the high-dimensional indexing problems: associated with the traditional color histogram. For similarity retrieval, each representative color in the query image or region is used independently to find regions containing that color. The matches from all of the query colors are then combined to obtain the final retrievals, An efficient indexing scheme for fast retrieval is presented. Experimental results show that this compact descriptor is effective and compares favorably with the traditional color histogram in terms of overall computational complexity.
引用
收藏
页码:140 / 147
页数:8
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