A novel approach of edge detection based on vector morphology

被引:0
|
作者
Chen, Qiang [1 ]
机构
[1] Ankang Univ, Dept Elect & Informat Engn, Ankang 725000, Peoples R China
来源
关键词
Mathematical morphology; edge detection; multi-structure elements; color image;
D O I
10.4028/www.scientific.net/AMM.511-512.545
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Edge detection of color image is a difficult problem in image processing. Although a lot of corresponding to methods have been proposed, however, none of them can effectively detect image edges while suppressing noises. In this paper, a novel edge detection algorithm of color images based on mathematical morphology is proposed. Through designing a new anti-noise morphological gradient operators, we can obtain better edge detection results. The proposed gradient operators are applied to detect edge for three components of a color image. An then, the final edge can be obtained by fusing the three edge results. Experimental results show that the feasibility and effectiveness of the proposed algorithm. Moreover, the proposed algorithm has better effect of preserving the edge details and better robustness to noises than traditional methods.
引用
收藏
页码:545 / 549
页数:5
相关论文
共 50 条
  • [1] A Novel Algorithm of Image Edge Detection based on the Order Morphology
    Liu Yanyu
    Li Deliang
    [J]. 2009 INTERNATIONAL FORUM ON COMPUTER SCIENCE-TECHNOLOGY AND APPLICATIONS, VOL 1, PROCEEDINGS, 2009, : 458 - +
  • [2] Area based novel approach for fuzzy edge detection
    Hanmandlu, M.
    Kalra, Rohan Raj
    Madasu, Vamsi Krishna
    Vasikarla, Shantaram
    [J]. TENCON 2006 - 2006 IEEE REGION 10 CONFERENCE, VOLS 1-4, 2006, : 1228 - +
  • [3] A novel mathematical morphology based edge detection method for medical images
    Suman Rani
    [J]. CSI Transactions on ICT, 2016, 4 (2-4) : 217 - 225
  • [4] A NOVEL MULTI-SCALE AND MULTI-EXPERT EDGE DETECTION METHOD BASED ON COMMON VECTOR APPROACH
    Isik, Sahin
    Ozkan, Kemal
    [J]. 2014 22ND SIGNAL PROCESSING AND COMMUNICATIONS APPLICATIONS CONFERENCE (SIU), 2014, : 1630 - 1633
  • [5] Color edge detection based on morphology
    Zou, Jin
    Li, Hongsong
    Liu, Bin
    Zhang, Renfei
    [J]. 2006 FIRST INTERNATIONAL CONFERENCE ON COMMUNICATIONS AND ELECTRONICS, 2006, : 291 - +
  • [6] A novel edge detection approach based on soft morphological operations
    Chen, Bo
    Jia, Meng
    [J]. ADVANCES IN MANUFACTURING TECHNOLOGY, PTS 1-4, 2012, 220-223 : 2828 - 2832
  • [7] A novel approach for edge detection based on the theory of universal gravity
    Sun, Genyun
    Liu, Qinhuo
    Liu, Qiang
    Ji, Changyuan
    Li, Xiamen
    [J]. PATTERN RECOGNITION, 2007, 40 (10) : 2766 - 2775
  • [8] A novel approach for edge detection based on the theory of electrostatic field
    Wang, Zhong-Ren
    Quan, Yan-Ming
    [J]. 2007 INTERNATIONAL SYMPOSIUM ON INTELLIGENT SIGNAL PROCESSING AND COMMUNICATION SYSTEMS, VOLS 1 AND 2, 2007, : 192 - +
  • [9] A Novel Approach for Edge Detection of Images
    Ganguly, Debashis
    Mukherjee, Swarnendu
    Mitra, Kheyali
    Mukherjee, Partha
    [J]. 2009 INTERNATIONAL CONFERENCE ON COMPUTER AND AUTOMATION ENGINEERING, PROCEEDINGS, 2009, : 49 - 53
  • [10] A Novel Multiscale Edge Detection Approach Based on Nonsubsampled Contourlet Transform and Edge Tracking
    Chen, Enqing
    Wang, Jianbo
    Qi, Lin
    Lv, Weijun
    [J]. MATHEMATICAL PROBLEMS IN ENGINEERING, 2015, 2015