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采用COLDIST色差的一种图像检索方法研究
引用本文:吴泳根,武岩,李奇. 采用COLDIST色差的一种图像检索方法研究[J]. 长春理工大学学报(自然科学版), 2014, 0(3): 99-104
作者姓名:吴泳根  武岩  李奇
作者单位:长春理工大学计算机科学技术学院,长春130022
摘    要:在基于内容的图像检索方法中,颜色相似度的计算主要采用欧氏距离。然而,欧氏距离不符合人眼的色彩识别特征,导致检索准确率偏低。本文提出了一种采用COLDIST色差公式的组合特征检索方法。首先计算图像的颜色直方图作为颜色特征、灰度共生矩阵和灰度行程矩阵作为纹理特征、泽尼克矩作为形状特征。然后采用COLDIST色差公式计算颜色相似度,并结合纹理、形状特征的相似度计算图像相似度。利用图像数据库Corel10000对本文提出的方法进行仿真测试。结果表明该方法具有更好的检索性能,有效地提高了检索的准确率。

关 键 词:基于内容的图像检索  COLDIST色差  灰度共生矩阵  灰度行程矩阵  泽尼克矩

Study on An Image Retrieval Method Using COLDIST Color Difference
WU Yonggen,WU Yan,LI Qi. Study on An Image Retrieval Method Using COLDIST Color Difference[J]. Journal of Changchun University of Science and Technology, 2014, 0(3): 99-104
Authors:WU Yonggen  WU Yan  LI Qi
Affiliation:(School of Computer Science and Technology, Changchun University of Science and Technology, Changchun 13022)
Abstract:In image retrieval method based on content, the Euclidean distance is the most widely adopted to calculate the color similarity between images. However,the Euclidean distance is not consistent with the features of color recog-nition of human,and the retrieval accuracy is low. In this paper,a retrieval method based on combination features us-ing color difference formula (COLDIST) was proposed.Firstly, color histogram was extracted as color feature, GLCM (Gray Level Co-occurrence Matrix) and GLRLM (Gray Level Run-Length Matrix) were calculated as texture fea-tures, Zernike moment was calculated as shape feature. Then, COLDIST color difference was used to measure similarity of color features which was combined with similarities of texture and shape to get the image similarity. The proposed method was simulatively tested by utilizing Corel10000 database. The results showed that the proposed method was more efficient and had better retrieval performance.
Keywords:COLDIST  Zernike moment
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