Motion estimation of two-dimensional objects based on the straight line Hough transform: A new approach

被引:7
|
作者
Li, HL
Chakrabarti, C
机构
[1] Department of Electrical Engineering, Telecommunications Research Center, Arizona State University, Tempe
[2] Indian Institute of Technology, Kharagpur
[3] University of Maryland, College Park, MD
基金
美国国家科学基金会;
关键词
motion estimation; Hough transform; inverse Hough transform; contour tracing; dominant point; region of support; overlapping objects;
D O I
10.1016/0031-3203(95)00170-0
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper we propose a novel technique for estimating motion of two-dimensional objects. The technique involves representing objects uniquely by straight-line approximations of the boundary, {(theta, p)} and estimating motion from shifts in the theta-p space. The straight-line approximation of the boundary is obtained by detecting dominant points during contour tracing and then approximating the pixels between adjacent dominant points (along the contour) by a straight line using the Hough transform. We have developed a computationally efficient way of detecting dominant points in a single pass during contour tracing. The proposed object representation enables us to determine the translation and rotation with significantly fewer computations compared with existing methods. Our method can also detect the motion parameters correctly for partially overlapping objects. Copyright (C) 1996 Pattern Recognition Society. Published by Elsevier Science Ltd.
引用
收藏
页码:1245 / 1258
页数:14
相关论文
共 50 条
  • [1] Non-destructive Two-Dimensional Motion Measurement of Cardiomyocytes Based on Hough Transform
    Tang, Si
    Shi, Jialin
    Shi, Huiyao
    Wang, Kaixuan
    Su, Chanmin
    Liu, Lianqing
    [J]. INTELLIGENT ROBOTICS AND APPLICATIONS (ICIRA 2022), PT II, 2022, 13456 : 559 - 567
  • [2] A new straight line segment extraction method based on Hough transform
    Lin, Yu-Chi
    Xie, Yu-Chan
    Liu, Qi-Hai
    [J]. Nami Jishu yu Jingmi Gongcheng/Nanotechnology and Precision Engineering, 2009, 7 (05): : 433 - 438
  • [3] Accuracy of the straight line Hough Transform: The non-voting approach
    Shapiro, Vladimir
    [J]. COMPUTER VISION AND IMAGE UNDERSTANDING, 2006, 103 (01) : 1 - 21
  • [4] ESTIMATION OF COMPLEX MULTIMODAL MOTION - AN APPROACH BASED ON ROBUST STATISTICS AND HOUGH TRANSFORM
    BOBER, M
    KITTLER, J
    [J]. IMAGE AND VISION COMPUTING, 1994, 12 (10) : 661 - 668
  • [5] TWO-DIMENSIONAL SPECTRAL ESTIMATION - A RADON-TRANSFORM APPROACH
    SRINIVASA, N
    RAMAKRISHNAN, KR
    RAJGOPAL, K
    [J]. IEEE JOURNAL OF OCEANIC ENGINEERING, 1987, 12 (01) : 90 - 96
  • [6] Two-dimensional motion estimation using phase-based image processing with Riesz transform
    Li, M. Z.
    Liu, G.
    Mao, Z.
    Yang, Q. S.
    Gu, J. W.
    [J]. MECHANICAL SYSTEMS AND SIGNAL PROCESSING, 2023, 188
  • [7] A HIERARCHICAL APPROACH TO LINE EXTRACTION BASED ON THE HOUGH TRANSFORM
    PRINCEN, J
    ILLINGWORTH, J
    KITTLER, J
    [J]. COMPUTER VISION GRAPHICS AND IMAGE PROCESSING, 1990, 52 (01): : 57 - 77
  • [8] Fast straight-line extraction algorithm based on improved Hough transform
    Kang, Wen-Jing
    Ding, Xue-Mei
    Cui, Ji-Wen
    Ao, Lei
    [J]. Guangdian Gongcheng/Opto-Electronic Engineering, 2007, 34 (03): : 105 - 108
  • [9] Two-dimensional regularized disparity estimation based on the Gabor transform
    Huang, XD
    Dubois, E
    [J]. VISUAL COMMUNICATIONS AND IMAGE PROCESSING 2006, PTS 1 AND 2, 2006, 6077
  • [10] Line detection based on Hough one-dimensional transform
    Zhang Z.
    Hao X.
    Liu S.
    Cheng C.
    [J]. 1600, Chinese Optical Society (36):