期刊文献+

Integrating Color and Spatial Feature for Content-Based Image Retrieval 被引量:1

Integrating Color and Spatial Feature for Content-Based Image Retrieval
下载PDF
导出
摘要 In this paper, we present a novel and efficient scheme for extracting, indexing and retrieving color images. Our motivation was to reduce the space overhead of partition-based approaches taking advantage of the fact that only a relatively low number of distinct values of a particular visual feature is present in most images. To extract color feature and build indices into our image database we take into consideration factors such as human color perception and perceptual range, and the image is partitioned into a set of regions by using a simple classifying scheme. The compact color feature vector and the spatial color histogram, which are extracted from the seqmented image region, are used for representing the color and spatial information in the image. We have also developed the region-based distance measures to compare the similarity of two images. Extensive tests on a large image collection were conducted to demonstrate the effectiveness of the proposed approach. In this paper, we present a novel and efficient scheme for extracting, indexing and retrieving color images. Our motivation was to reduce the space overhead of partition-based approaches taking advantage of the fact that only a relatively low number of distinct values of a particular visual feature is present in most images. To extract color feature and build indices into our image database we take into consideration factors such as human color perception and perceptual range, and the image is partitioned into a set of regions by using a simple classifying scheme. The compact color feature vector and the spatial color histogram, which are extracted from the seqmented image region, are used for representing the color and spatial information in the image. We have also developed the region-based distance measures to compare the similarity of two images. Extensive tests on a large image collection were conducted to demonstrate the effectiveness of the proposed approach.
出处 《Wuhan University Journal of Natural Sciences》 EI CAS 2002年第3期290-296,共7页 武汉大学学报(自然科学英文版)
基金 SupportedbytheNationalHighTechnologyDevelopmentofChina (863 5 11 92 0 0 0 1)
关键词 color distribution spatial color histogram region-based image representation and retrieval similarity matching integrating of single features color distribution spatial color histogram region-based image representation and retrieval similarity matching integrating of single features
  • 相关文献

参考文献1

  • 1Michael J. Swain,Dana H. Ballard.Color indexing[J].International Journal of Computer Vision.1991(1)

同被引文献2

引证文献1

二级引证文献3

相关作者

内容加载中请稍等...

相关机构

内容加载中请稍等...

相关主题

内容加载中请稍等...

浏览历史

内容加载中请稍等...
;
使用帮助 返回顶部