Fast Line Detection by Hough Transform Using Inter-Image Operations

被引:3
|
作者
Murakami, Kenji [1 ]
Aboshi, Makoto [1 ]
Kinoshita, Koji [1 ]
Isshiki, Masaharu [1 ]
机构
[1] Ehime Univ, Matsuyama, Ehime 790, Japan
关键词
image analysis; line detection; Hough transform; processing in image space; voting in parameter space; VOTING SCHEME; EFFICIENT;
D O I
10.1002/ecj.11677
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
In image analysis, it is important to detect lines (straight lines) that represent the edges of an object in the image. The most popular technique for line detection is the Hough transform. In this transform, peaks resulting in the accumulator array that are obtained through a voting procedure in the parameter space represent strong evidence that a corresponding line exists in the image. In the voting procedure, large numbers of votes that are far from the peaks are unnecessary and reduce the speed of the transform. In this paper, we propose a method to speed up this process by introducing a procedure in image space that removes lines except for limited directions. This procedure makes it possible to reduce the voting range and to remove unnecessary votes. Experimental results confirm that the proposed method performs effectively.
引用
收藏
页码:1 / 12
页数:12
相关论文
共 50 条
  • [31] Hough transform with fusion technique in space remote sensing image line objects detection
    Yu, XL
    Qian, GH
    ICEMI'99: FOURTH INTERNATIONAL CONFERENCE ON ELECTRONIC MEASUREMENT & INSTRUMENTS, VOLS 1 AND 2, CONFERENCE PROCEEDINGS, 1999, : 925 - 929
  • [32] Fast Hough Transform for robust detection of satellite tracks
    Vandame, B
    MINING THE SKY, 2001, : 595 - 597
  • [33] Vanishing points detection using combination of fast hough transform and deep learning
    Sheshkus, Alexander
    Ingacheva, Anastasia
    Nikolaev, Dmitry
    TENTH INTERNATIONAL CONFERENCE ON MACHINE VISION (ICMV 2017), 2018, 10696
  • [34] Line detection in images through regularized Hough transform
    Aggarwal, N
    Karl, WC
    2000 INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, VOL III, PROCEEDINGS, 2000, : 873 - 876
  • [35] A NEWLY MODIFIED ALGORITHM OF HOUGH TRANSFORM FOR LINE DETECTION
    Wang, Qiang
    Chen, Hongbo
    Xu, Xiaorong
    Liu, Haiyan
    INTERNATIONAL JOURNAL OF IMAGE AND GRAPHICS, 2005, 5 (04) : 715 - 727
  • [36] A modified Hough transform for line detection and its performance
    Chutatape, O
    Guo, LF
    PATTERN RECOGNITION, 1999, 32 (02) : 181 - 192
  • [37] DETERMINATION OF LINE LENGTH USING HOUGH TRANSFORM
    AKHTAR, MW
    ATIQUZZAMAN, M
    ELECTRONICS LETTERS, 1992, 28 (01) : 94 - 96
  • [38] Line cluster detection using a variant of the Hough transform for culture row localisation
    Leemans, V
    Destain, MF
    IMAGE AND VISION COMPUTING, 2006, 24 (05) : 541 - 550
  • [39] N-Point Hough transform for line detection
    Mochizuki, Yoshihiko
    Torii, Akihiko
    Imiya, Atsushi
    JOURNAL OF VISUAL COMMUNICATION AND IMAGE REPRESENTATION, 2009, 20 (04) : 242 - 253
  • [40] Line detection in images through regularized Hough transform
    Aggarwal, N
    Karl, WC
    IEEE TRANSACTIONS ON IMAGE PROCESSING, 2006, 15 (03) : 582 - 591