Computer Engineering & Science >
Design and Implementation of a Texture Image Retrieval System Based on Curvelets
Received date: 2010-09-03
Revised date: 2010-12-20
Online published: 2011-03-25
In order to manage and query massive images, there is an urgent need for a content
based image retrieval system with high retrieval rates. This paper proposes an image retrieval
method based on curvelet transform and integrated Shannon entropy and frequency subband
energy features. This method uses the Shannon entropy to preclassify data, adopts the energy
subband features to measure image similarity, and joins the feedback information of
searchers to achieve accurate image retrieval. The retrieval experimental results conducted
on the Brodatz texture image database show that the system has a high retrieval rate and a
certain practical value.
LI Jian,NIU Zhenshan . Design and Implementation of a Texture Image Retrieval System Based on Curvelets[J]. Computer Engineering & Science, 2011 , 33(3) : 62 -66 . DOI: 10.3969/j.issn.1007130X.2011.
[1]张久文.方向性多分辨率图像分析研究:理论和应用[D].兰州:兰州大学,2009.
[2]陆丽珍,刘仁义,刘南.一种融合颜色和纹理特征的遥感图像检索方法[J]. 中国图象图形学
报,2004,9(3):328333.
[3]吴冬升,吴乐南,黄波.基于小波模糊聚类的均质纹理和非均质纹理图像的检索[J]. 中国图象图形学
报,2003,8(12):14001405.
[4]高燕,胡学军,李玲,等.基于小波多尺度分析的综合特征图像检索[J].微电子学与计算机,2010,27
(4):2124.
[5]Cheng KO,Law NF,Siu WC.Multiscale Directional Filter Bank with Applications to
Structured and Random Texture Retrieval[J].Pattern Recognition,2007,40(4):11821194.
[6]耿利川,吴云东,耿则勋,等.基于人工免疫系统的遥感图像检索[J].中国图象图形学报,2010,15
(1):156160.
[7]Haley G M,Manjunath B S.RotationInvariant Texture Classification Using a Complete
SpaceFrequency Model[J].IEEE Trans on Image Processing,1999,2:255269.
[8]Dettori L,Semler L. A Comparison of Wavelet,Ridgelet,and CurveletBased Texture
Classification Algorithms in Computed Tomography[J].Computers in Biology and
Medicine,2007,37(4):486498.
[9]刘珂含,何培宇,关胜平,等.基TMS320VC5509A的图像采集与识别系统[J].四川大学学报,2008,45
(1):4952.
[10]郑斌.基于内容的遥感图像数据库的多维检索技术[J].计算机测量与控制,2007,15(2):17601762.
/
| 〈 |
|
〉 |