An efficient circle detector not relying on edge detection

被引:20
作者
Cai, Jia
Huang, Panfeng [1 ]
Chen, Lu
Zhang, Bin
机构
[1] Northwestern Polytech Univ, Natl Key Lab Aerosp Flight Dynam, Xian 710072, Peoples R China
基金
中国国家自然科学基金;
关键词
Hough transform; Circle detection; Region growing; Histogram; Machine vision; POINT;
D O I
10.1016/j.asr.2016.03.026
中图分类号
V [航空、航天];
学科分类号
08 ; 0825 ;
摘要
Accurate and efficient detection of circular modules fixed on non-cooperative target is a key technology for Tethered Space Robot. This paper presents an efficient circle detector based on region-growing of gradient and histogram distribution of Euclidean distance. Region-growing of gradient is applied to generate arc support regions from single point. And the corresponding square fitting areas are defined to accelerate the detection and decrease storage. A histogram is then used to count frequency of the distances that participates in the accumulator and the parameters of each circle are acquired. Finally, a verification strategy of circular integrity is designed to test the detection results. We have tested our algorithm on 35 images dealing with kinds of circles and ellipses. Experimental results demonstrate that our method is able to detect circular objects under occlusion, image noises and moderate shape deformations with a good precision. (C) 2016 COSPAR. Published by Elsevier Ltd. All rights reserved.
引用
收藏
页码:2359 / 2375
页数:17
相关论文
共 34 条
  • [1] EDCircles: A real-time circle detector with a false detection control
    Akinlar, Cuneyt
    Topal, Cihan
    [J]. PATTERN RECOGNITION, 2013, 46 (03) : 725 - 740
  • [2] [Anonymous], 1995, MACHINE VISION
  • [3] Basalamah S, 2012, INT J COMPUT SCI NET, V12, P40
  • [4] Cai J, 2014, 2014 IEEE INTERNATIONAL CONFERENCE ON ROBOTICS AND BIOMIMETICS IEEE-ROBIO 2014, P124, DOI 10.1109/ROBIO.2014.7090318
  • [5] A TSR Visual Servoing System Based on a Novel Dynamic Template Matching Method
    Cai, Jia
    Huang, Panfeng
    Zhang, Bin
    Wang, Dongke
    [J]. SENSORS, 2015, 15 (12): : 32152 - 32167
  • [6] Fast randomized algorithm for center-detection
    Chung, Kuo-Liang
    Huang, Yong-Huai
    Wang, Jyun-Pin
    Chang, Ting-Chin
    Liao, Hong-Yuan Mark
    [J]. PATTERN RECOGNITION, 2010, 43 (08) : 2659 - 2665
  • [7] Randomized circle detection with isophotes curvature analysis
    De Marco, Tommaso
    Cazzato, Dario
    Leo, Marco
    Distante, Cosimo
    [J]. PATTERN RECOGNITION, 2015, 48 (02) : 411 - 421
  • [8] Computational gestalts and perception thresholds
    Desolneux, A
    Moisan, L
    Morel, JM
    [J]. JOURNAL OF PHYSIOLOGY-PARIS, 2003, 97 (2-3) : 311 - 324
  • [9] Meaningful alignments
    Desolneux, A
    Moisan, L
    Morel, JM
    [J]. INTERNATIONAL JOURNAL OF COMPUTER VISION, 2000, 40 (01) : 7 - 23
  • [10] Pose measurement of large non-cooperative satellite based on collaborative cameras
    Du, Xiaodong
    Liang, Bin
    Xu, Wenfu
    Qiu, Yue
    [J]. ACTA ASTRONAUTICA, 2011, 68 (11-12) : 2047 - 2065