Medical Image Retrieval Based On Nonsubsampled Contour let Transform and Fractal Dimension

被引:0
|
作者
Zhang, Qidong [1 ]
Gao, Liqun [2 ]
机构
[1] Shenyang Ligong Univ, Sch Informat Sci & Engn, Shenyang, Peoples R China
[2] Northeastern Univ, Sch Informat Sci & Engn, Shenyang, Peoples R China
关键词
Texture feature; The nonsubsampled contourlet transform; fractal dimension; relevance feedback;
D O I
暂无
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
A novel medical image retrieval algorithm based on texture information is proposed. The texture image retrieval based on fractal geometry is a commonly used method. However, it is inadequate only using fractal dimension to describe the texture. The nonsubsampled contourlet transform has the properties of multi-scale and multi-direction. Firstly The nonsubsampled contourlet transform were done on original texture image, and then the fractal dimension of the transformed image was computed. The algorithm extracts fractal features with scale and orientation characteristics. To decrease the gap between high level concepts in human minds and low level features computed by computers, an improved SVM relevance feedback is introduced according to users' intention. A database of CT images was retrieved by this algorithm. The result shows it can achieve a high precision of retrieval.
引用
收藏
页码:2084 / +
页数:2
相关论文
共 50 条
  • [1] Study on Image Fusion Model Based on HIS Transform and Nonsubsampled Contour let Transform
    Cao Min
    Tan Shan-shan
    Shen Quan-fei
    [J]. ADVANCED MATERIALS IN MICROWAVES AND OPTICS, 2012, 500 : 659 - +
  • [2] Medical image retrieval based on fractal dimension
    Wu, Jianhua
    Jiang, Chunhua
    Yao, Liqiang
    [J]. PROCEEDINGS OF THE 9TH INTERNATIONAL CONFERENCE FOR YOUNG COMPUTER SCIENTISTS, VOLS 1-5, 2008, : 2959 - 2961
  • [3] Crack Image Enhancement of Track Beam Surface Based on Nonsubsampled Contour let Transform
    Guo, Chunhua
    Wang, Tongqing
    [J]. LIFE SYSTEM MODELING AND INTELLIGENT COMPUTING, PT I, 2010, 6328 : 333 - 341
  • [4] Writer Based Handwritten Document Image Retrieval Using Contour let Transform
    Shirdhonkar, M. S.
    Kokare, Manesh B.
    [J]. ADVANCES IN DIGITAL IMAGE PROCESSING AND INFORMATION TECHNOLOGY, 2011, 205 : 108 - +
  • [5] A New Non-aliasing Nonsubsampled Contour let Transform
    Yan He
    Pan Ying-jun
    [J]. MATERIALS ENGINEERING FOR ADVANCED TECHNOLOGIES, PTS 1 AND 2, 2011, 480-481 : 893 - 898
  • [6] An image retrieval system based on fractal dimension
    Min Yao
    Wen-sheng Yi
    Bin Shen
    Hong-hua Dai
    [J]. Journal of Zhejiang University-SCIENCE A, 2003, 4 (4): : 421 - 425
  • [7] An image retrieval system based on fractal dimension
    姚敏
    易文晟
    沈斌
    [J]. Journal of Zhejiang University-Science A(Applied Physics & Engineering), 2003, (04) : 44 - 48
  • [8] TEXTURE IMAGE RETRIEVAL USING NONSUBSAMPLED CONTOURLET TRANSFORM
    Babaeizadeh, Mohammad
    Emamzade, Hadi Jafari
    Salehi, Shirin
    [J]. 2011 3RD INTERNATIONAL CONFERENCE ON COMPUTER TECHNOLOGY AND DEVELOPMENT (ICCTD 2011), VOL 1, 2012, : 717 - 721
  • [9] A Novel Medical Image Fusion Approach Based on Nonsubsampled Shearlet Transform
    Li, Liangliang
    Wang, Linli
    Wang, Zuoxu
    Jia, Zhenhong
    Si, Yujuan
    Yang, Jie
    Kasabov, Nikola
    [J]. JOURNAL OF MEDICAL IMAGING AND HEALTH INFORMATICS, 2019, 9 (09) : 1815 - 1826
  • [10] A Practical Medical Image Enhancement Algorithm Based on Nonsubsampled Contourlet Transform
    Li, Liangliang
    Wang, Linli
    Jia, Zhenhong
    Si, Yujuan
    Yang, Jie
    Kasabov, Nikola
    [J]. JOURNAL OF MEDICAL IMAGING AND HEALTH INFORMATICS, 2019, 9 (05) : 1046 - 1056