• DocumentCode
    2896208
  • Title

    An Effective Hough Transform Based Track Initiation

  • Author

    Jin, Shu-ling ; Liang, Yan ; He, Peng ; Pan, Guang-lin ; Pan, Quan ; Cheng, Yong-mei

  • Author_Institution
    Coll. of Autom., Northwestern Polytech. Univ., Xi´´an
  • fYear
    2006
  • fDate
    13-16 Aug. 2006
  • Firstpage
    3196
  • Lastpage
    3200
  • Abstract
    In this paper, a Hough transform (HT) based track initiation method is proposed to detect targets in 3L (low signal-to-clutter-ratio, low signal-to-noise-ratio, and low detection probability) environment using a new and effective accumulation method. In the new accumulation method, the contributions of each cell´s votes are determined by the neighbors of the resolving cell, instead of just the cell itself so that the disturbance of sampled probability density, due to finite samples, can be smoothed. Simulation results show that our method not only makes significant improvement in reducing false tracks but also has stronger robustness to measurement noise and clutters, compared with standard HT based track initiation with binary accumulation
  • Keywords
    Hough transforms; probability; signal denoising; target tracking; Hough transform; accumulation method; low detection probability; low signal-to-clutter-ratio; low signal-to-noise-ratio; track initiation method; Automation; Coordinate measuring machines; Cybernetics; Educational institutions; Helium; Machine learning; Noise measurement; Position measurement; Signal to noise ratio; Target tracking; Time measurement; Voting; Hough Transform; multiple target tracking; track initiation;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Machine Learning and Cybernetics, 2006 International Conference on
  • Conference_Location
    Dalian, China
  • Print_ISBN
    1-4244-0061-9
  • Type

    conf

  • DOI
    10.1109/ICMLC.2006.258425
  • Filename
    4028617