• DocumentCode
    629793
  • Title

    Iterative vanishing point estimation based on DBSCAN for omnidirectional image

  • Author

    Hernandez, Danilo Caceres ; Van-Dung Hoang ; Kang-Hyun Jo

  • Author_Institution
    Intell. Syst. Lab., Univ. of Ulsan, Ulsan, South Korea
  • fYear
    2013
  • fDate
    6-8 June 2013
  • Firstpage
    651
  • Lastpage
    655
  • Abstract
    Regarding the autonomous of robot navigation, vanishing point (VP) plays an important role in visual robot applications such as iterative estimation of rotation angle for automatic control as well as scene understanding. Autonomous navigation systems must be able to recognize feature descriptors. Consequently, this navigating ability can help the system to identify roads, corridors, and stairs; ensuring autonomous navigation along the environments mentioned before the vanishing point detection is proposed. In this paper, the authors propose solutions for finding the vanishing point in real time based density-based spatial clustering of applications with noise (DBSCAN). First, we proposed to extract the longest segments of lines from the edge frame. Second, the set of intersection points for each pair of line segments are extracted by computing Lagrange coefficients. Finally, by using DBSCAN the VP is estimated. Preliminary results are performed and tested on a group of consecutive frames undertaken at Nam-gu Ulsan, South Korea to prove its effectiveness.
  • Keywords
    edge detection; feature extraction; image denoising; iterative methods; mobile robots; natural scenes; navigation; object detection; object recognition; pattern clustering; robot vision; DBSCAN; Lagrange coefficient; automatic control; autonomous robot navigation; corridor identification; density-based spatial clustering of applications with noise; edge frame; feature descriptor recognition; intersection points set; iterative vanishing point estimation; lines segment extraction; omnidirectional image; road identification; rotation angle estimation; scene understanding; stair identification; vanishing point detection; visual robot application; Clustering algorithms; Estimation; Image edge detection; Image segmentation; Navigation; Polynomials; Roads; Autonomous ground navigation; DBSCAN; Omnidirectional camera; Vanishing point;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Human System Interaction (HSI), 2013 The 6th International Conference on
  • Conference_Location
    Sopot
  • ISSN
    2158-2246
  • Print_ISBN
    978-1-4673-5635-0
  • Type

    conf

  • DOI
    10.1109/HSI.2013.6577894
  • Filename
    6577894