Merging system for multiscale edge detection

被引:5
|
作者
Laligant, O [1 ]
Truchetet, F [1 ]
Miteran, J [1 ]
Gorria, P [1 ]
机构
[1] IUT, F-71200 Le Creusot, France
关键词
blurred and noisy images; edge detection; multiscale analysis; multiscale merging; geometrical classification;
D O I
10.1117/1.1869998
中图分类号
O43 [光学];
学科分类号
070207 ; 0803 ;
摘要
We present a multiscale edge detection algorithm whose aim is to detect edges whatever their slope. Our work is based on a generalization of the Canny-Deriche filter, characterized by a more realistic edge than the traditional step shape edge. The filter impulse response is used to generate a multiscale edge detection scheme. For the merging of the edge information, we use a geometrical classifier developed in our laboratory. The segmentation system thus set up, after the training phase, does not require any adjustment or depend on any parameter. The main original property of this algorithm is that it leads to a binary edge image without any threshold setting. The quality of the results is inferior to that for classical multiscale merging approaches; nevertheless, this system, studied for real-time functioning, presents satisfactory performance for well-contrasted images and excellent performance for noisy images. (c) 2005 Society of Photo-Optical Instrumentation Engineers.
引用
收藏
页码:1 / 11
页数:11
相关论文
共 50 条
  • [31] Adaptive edge detection based on multiscale wavelet features
    Zhai, Yishu
    Liu, Xiaoming
    WCICA 2006: SIXTH WORLD CONGRESS ON INTELLIGENT CONTROL AND AUTOMATION, VOLS 1-12, CONFERENCE PROCEEDINGS, 2006, : 727 - 727
  • [32] Directional Multiscale Edge Detection Using the Contourlet Transform
    Ma, Shun-feng
    Zheng, Geng-feng
    Jin, Long-xu
    Han, Shuang-li
    Zhang, Ran-feng
    2ND IEEE INTERNATIONAL CONFERENCE ON ADVANCED COMPUTER CONTROL (ICACC 2010), VOL. 2, 2010, : 58 - 62
  • [33] A novel image encryption system merging fractional-order edge detection and generalized chaotic maps
    Ismail, Samar M.
    Said, Lobna A.
    Radwan, Ahmed G.
    Madian, Ahmed H.
    Abu-ElYazeed, Mohamed E.
    SIGNAL PROCESSING, 2020, 167 (167)
  • [34] Bidirectional Multiscale Refinement Network for Crisp Edge Detection
    Bao, Shi-Shui
    Huang, You-Rui
    Xu, Guang-Yu
    IEEE ACCESS, 2022, 10 : 26282 - 26293
  • [35] Geometrical multiscale noise resistant method of edge detection
    Lisowska, Agnieszka
    IMAGE ANALYSIS AND RECOGNITION, PROCEEDINGS, 2008, 5112 : 182 - 191
  • [36] Color Edge Detection Using Multiscale Quaternion Convolution
    Xu, Jiangyan
    Ye, Linning
    Luo, Wang
    INTERNATIONAL JOURNAL OF IMAGING SYSTEMS AND TECHNOLOGY, 2010, 20 (04) : 354 - 358
  • [37] Multiscale B-spline wavelet for edge detection
    王玉平
    蔡元龙
    Science China Mathematics, 1995, (04) : 499 - 512
  • [38] Multiscale image segmentation by integrated edge and region detection
    Tabb, M
    Ahuja, N
    IEEE TRANSACTIONS ON IMAGE PROCESSING, 1997, 6 (05) : 642 - 655
  • [39] Multiscale edge detection of noisy images using wavelets
    FAROOQ M
    Journal of Harbin Institute of Technology, 2007, (05) : 737 - 740
  • [40] Edge detection with multiscale products for SAR image despeckling
    Zhang, W. G.
    Zhang, Q.
    Yang, C. S.
    ELECTRONICS LETTERS, 2012, 48 (04) : 211 - U148