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基于模糊及分块主纹理谱的图像聚类 被引量：2

Image clustering based on fuzzy and dominant texture spectrum of partition
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摘要 基于主颜色方法提出分块主纹理谱的概念,在每个分块中自动生成阈值来过滤噪声.从模糊逻辑的角度出发提出一种新的纹理谱描述符,结合区域灰度平均值,构造隶属函数来计算纹理单元值.实验证明,所提出的方法在图像聚类方面达到较好的聚类效果. Based on the dominant color method, this paper presents a concept of dominant texture spectrum of partition. It generates threshold automatically to filter noise in each sub block. From the perspective of fuzzy logic, a new texture spectrum descriptor is presented. It integrates the average of gray scales in areas, and constructs memberships function to calculate the value of texture units. Ex perimental results show the methods keep high clustering precision.
作者 陈刚 陈晓云
机构地区 福州大学数学与计算机科学学院
出处 《福州大学学报（自然科学版）》 CAS CSCD 北大核心 2012年第5期591-596,共6页 Journal of Fuzhou University(Natural Science Edition)
关键词 图像聚类 中心对称局部二值模式 模糊 描述子 主纹理谱 image clustering CS - LBP fuzzy descriptor dominant texture spectrum
分类号 TP391 [自动化与计算机技术—计算机应用技术]
  • 相关文献

参考文献9

  • 1He Dang- chen, Wang Li. Texture unit, texture spectrum, and texture analysis [ J ]. IEEE Transactions on Remote Sensing, 1990, 28(4): 509-512.
  • 2Ojala T, Pietikainen M, Hardwood D. A comparative study of texture measures with classification based on feature distribution [J]. Pattern Recognition, 1996, 29(1) : 51 -59.
  • 3万华林,Morshed U.Chowdhury,胡宏,史忠植.图像纹理特征及其在CBIR中的应用[J].计算机辅助设计与图形学学报,2003,15(2):195-199. 被引量：45
  • 4木拉提.哈米提,刘伟,童勤业.纹理谱直方图与潜在语义标引在图像检索中的应用[J].科技通报,2006,22(3):389-394. 被引量：10
  • 5Heikkila M, Pietikainen M, Schmid C. Description of interest regions with local binary patterns [ J ]. Pattern Recognition, 2009, 42 ( 3 ) : 425 - 436.
  • 6孙君顶,毋小省.基于纹理谱及其空间特征的图像检索[J].高技术通讯,2010,20(8):822-827. 被引量：6
  • 7徐果毅,朱宁波,朱晓林,卢晓阳.基于颜色直方图熵值及分块主色的图像检索[J].计算机工程与科学,2008,30(9):44-46. 被引量：4
  • 8Lantagne M, Parizeau M, Bergevin R. VIP: vision tool for comparing image of people[ C ]//Proceedings of the 16th IEEE Con- ference on Vision Interface. Piscataway : IEEE, 2003 : 35 - 42.
  • 9Barcelo A, Montseny E, Sobrevilla P. Fuzzy texture unit and fuzzy texture spectrum for texture characterization [ J ]. Fuzzy Sets and Systems, 2007, 158:239 - 252.

二级参考文献37

  • 1木拉提.哈米提,刘伟,童勤业.纹理谱直方图与潜在语义标引在图像检索中的应用[J].科技通报,2006,22(3):389-394. 被引量：10
  • 2章毓晋.图像工程（上册）.图像处理和分析[M].北京:清华大学出版社,1999..
  • 3He D C,Wang L.Texture unit,texture spectrum,and texture analysis.IEEE Transactions on Remote Sensing,1990,28(4):509-512.
  • 4Ojala T,Pietikainen M,Hardwood D.A comparative study of texture measures with classification based on feature distribution.Pattern Recognition,1996,29(1):51-59.
  • 5Ojala T,Pietikainen M,Maenpaa T.Multiresolution gray-scale and rotation invariant texture classification with Local Binary Patterns.IEEE Transactions on Pattern Analysis and Machine Intelligence,2002,24(7):971-987.
  • 6Nanni L,Lumini A.A reliable method for cell phenotype image classification.Artificial Intelligence in Medicine,2008,43(2):87-97.
  • 7Heikkila M,Pietikainen M.A texture-based method for modeling the background and detecting moving objects.IEEE Transactions on Pattern Analysis and Machine Intelligence,2006,28(4):657-662.
  • 8Heikkila M,Pietikainen M,Schmid C.Description of interest regions with local binary patterns.Pattern Recognition,2009,42(3):425-436.
  • 9Haralick R M,Shanmngam K,Dinstein I H.Texture feature for image classification.IEEE Transactions on Systems,Man,and Cybernetics,1973,SMC23 (6):768-780.
  • 10Manjunath B S,Ohm J R,Vasudvan V,et al.Color and texture descriptors.IEEE Transactions on Circuits and Systems for Video Technique,2001,11(6):703-715.

共引文献54

同被引文献13

  • 1木拉提.哈米提,刘伟,童勤业.纹理谱直方图与潜在语义标引在图像检索中的应用[J].科技通报,2006,22(3):389-394. 被引量：10
  • 2HE D C, WANG L. Texture unit, texture spectrum, and texture analysis[J]. IEEE Transactions on Remote Sensing, 1990, 28(4): 509-512.
  • 3OJALA T, PIETIK)INEN M, Hardwood D. A comparative study of texture measures with classification based on feature distribution[J]. Pattern Recognition, 1996, 29 (1): 51-59.
  • 4万华林,MORSHEDU,胡宏,等.图像纹理特征及其在CBIR中的应用[J].汁算机辅助设计与图形学报,2003,15(2):195-199.
  • 5HEIKKILAM, PIETIKAINEN M, SCHMID C. Description of interest regions with local binary patterns[J]. Pattern Recognition, 2009, 42(3): 425-436.
  • 6陈刚,陈晓云.一种具有旋转鲁棒性的纹理谱描述子[J].中国图象图形学报,2012(7):98-104.
  • 7PUIG D, GARCIA M A, MELENDEZ J. Application- independent feature selection for texture classification [J]. Pattern Recognition,2010(43) :3282-3297.
  • 8Guo Yimo, Zhao Guoying, PIETIKAINEN M. Discriminative features for texture description[J]. Pattern Recognition, 2012 (45) : 3834-3843.
  • 9MAANI R, KALRA S, Yang Y H. Noise robust rotation invariant features for texture classification [J]. Pattern Recognition, 2013 (46) : 2 ! 03 -2116.
  • 10SHI J, MALIK J. Nommlized cuts and image segmentation[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 2000,22(8): 888-905.

引证文献2

二级引证文献1

福州大学学报（自然科学版）
2012年 第5期

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