Multispectral image edge detection via Clifford gradient

被引:0
|
作者
XU Chen2
2Institute of Intelligent Computing Science
机构
关键词
multispectral image; edge detection; Clifford gradient;
D O I
暂无
中图分类号
TP391.41 [];
学科分类号
080203 ;
摘要
The edge detection of a multispectral image with a mass of image information is theoretically expected to give a more accurate edge.Clifford algebra is more suitable for processing multidimensional data and expressing the data association than general algebra.First,the basic properties of Clifford algebra are introduced.Second,the Clifford algebra description of a multispectral image is introduced.Then,a novel multispectral image edge detection algorithm is proposed in terms of the Clifford gradient.In the first two experiments,comparison of the detail achieved by the new algorithm with that from the maximal entropy edge detection algorithm reveals that the edge detection based on Clifford gradient is better at retaining and identifying edge information of the multispectral image than the maximal entropy edge detection algorithm.The experiments using tuberculosis CT image show that the new algorithm has clinical value in reducing risk of misdiagnosis.
引用
收藏
页码:260 / 269
页数:10
相关论文
共 50 条
  • [1] Multispectral image edge detection via Clifford gradient
    Xu Chen
    Liu Hui
    Cao WenMing
    Feng JiQiang
    SCIENCE CHINA-INFORMATION SCIENCES, 2012, 55 (02) : 260 - 269
  • [2] Multispectral image edge detection via Clifford gradient
    Chen Xu
    Hui Liu
    WenMing Cao
    JiQiang Feng
    Science China Information Sciences, 2012, 55 : 260 - 269
  • [3] A specialized architecture for color image edge detection based on Clifford algebra
    Franchini, Silvia
    Gentile, Antonio
    Sorbello, Filippo
    Vassallo, Giorgio
    Vitabile, Salvatore
    2013 SEVENTH INTERNATIONAL CONFERENCE ON COMPLEX, INTELLIGENT, AND SOFTWARE INTENSIVE SYSTEMS (CISIS), 2013, : 128 - 135
  • [4] Multispectral Image Matching Method Based on Histogram of Maximum Gradient and Edge Orientation
    Wu, Quan
    Zhu, Shipeng
    IEEE GEOSCIENCE AND REMOTE SENSING LETTERS, 2022, 19
  • [5] A QUATERNION GRADIENT OPERATOR FOR COLOR IMAGE EDGE DETECTION
    Jin, Lianghai
    Song, Enmin
    Li, Lei
    Li, Xiang
    2013 20TH IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING (ICIP 2013), 2013, : 3040 - 3044
  • [6] Application of the topological gradient to image restoration and edge detection
    Belaid, L. Jaafar
    Jaoua, M.
    Masmoudi, M.
    Siala, L.
    ENGINEERING ANALYSIS WITH BOUNDARY ELEMENTS, 2008, 32 (11) : 891 - 899
  • [7] Gradient Edge Detection Predictor for Image Lossless Compression
    Avramovic, Aleksej
    Reljin, Branimir
    PROCEEDINGS ELMAR-2010, 2010, : 131 - 134
  • [8] EDGE DETECTION AND IMAGE RESTORATION WITH ANISOTROPIC TOPOLOGICAL GRADIENT
    Larnier, Stanislas
    Fehrenbach, Jerome
    2010 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING, 2010, : 1362 - 1365
  • [9] A Scaled Multi Gradient Edge Detection Algorithm for Infrared Image Detection
    Gao, Qiang
    Lv, XinXin
    Yu, Xiao
    2017 IEEE INTERNATIONAL CONFERENCE ON MECHATRONICS AND AUTOMATION (ICMA), 2017, : 285 - 289
  • [10] Gradient based edge operator in multispectral images
    Tsang, PWM
    Tsang, WH
    ISSPA 96 - FOURTH INTERNATIONAL SYMPOSIUM ON SIGNAL PROCESSING AND ITS APPLICATIONS, PROCEEDINGS, VOLS 1 AND 2, 1996, : 483 - 486