Edge Detection with Information Measure and Support Vector Machine

被引：1
作者：
Pei, Wang [1 ]
机构：
[1] Tianjin Polytech Univ, Sch Comp Sci & Software, Tianjin 300387, Peoples R China
来源：
ADVANCES IN MECHATRONICS AND CONTROL ENGINEERING, PTS 1-3 | 2013年 / 278-280卷
关键词：
Edge detection; Information measure; Support vector machine; Image processing;
D O I：
10.4028/www.scientific.net/AMM.278-280.1187
中图分类号：
TP [自动化技术、计算机技术];
学科分类号：
0812 ;
摘要：
It is presented a novel method for image edge detection with information measure and Support Vector Machine, which is called EDWIS (edge detection with information measure and support vector machine). Both the theory analyses and the experimental results show that EDWIS not only can effectively reduce the noises of the image, but also can precisely realize the edge-position, and keep the image edges' details well. For three kinds of images, two of them including noise, the edge detection results of EDWIS are better than those of Canny, or Sobel differential operator.
引用
收藏
页码：1187 / 1192
页数：6
相关论文
共 12 条
  • [1] A tutorial on Support Vector Machines for pattern recognition
    Burges, CJC
    [J]. DATA MINING AND KNOWLEDGE DISCOVERY, 1998, 2 (02) : 121 - 167
  • [2] A COMPUTATIONAL APPROACH TO EDGE-DETECTION
    CANNY, J
    [J]. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1986, 8 (06) : 679 - 698
  • [3] EDGE-DETECTION USING A HOPFIELD NEURAL-NETWORK
    CHAO, CH
    DHAWAN, AP
    [J]. OPTICAL ENGINEERING, 1994, 33 (11) : 3739 - 3747
  • [4] SUPPORT-VECTOR NETWORKS
    CORTES, C
    VAPNIK, V
    [J]. MACHINE LEARNING, 1995, 20 (03) : 273 - 297
  • [5] Pedestrian detection for intelligent transportation systems combining AdaBoost algorithm and support vector machine
    Guo, Lie
    Ge, Ping-Shu
    Zhang, Ming-Heng
    Li, Lin-Hui
    Zhao, Yi-Bing
    [J]. EXPERT SYSTEMS WITH APPLICATIONS, 2012, 39 (04) : 4274 - 4286
  • [6] Digital image splicing detection based on approximate run length
    He, Zhongwei
    Sun, Wei
    Lu, Wei
    Lu, Hongtao
    [J]. PATTERN RECOGNITION LETTERS, 2011, 32 (12) : 1591 - 1597
  • [7] Kozempel K., 2011 IEEE FORUM ON I, P73
  • [8] Li Ming, 2012, Computer Engineering and Design, V33, P639
  • [9] CHARACTERIZATION OF SIGNALS FROM MULTISCALE EDGES
    MALLAT, S
    ZHONG, S
    [J]. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1992, 14 (07) : 710 - 732
  • [10] ON EDGE-DETECTION OF X-RAY IMAGES USING FUZZY-SETS
    PAL, SK
    KING, RA
    [J]. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1983, 5 (01) : 69 - 77
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