• DocumentCode
    2410772
  • Title

    The vector-gradient Hough transform for identifying straight-translation generated shapes

  • Author

    Cucchiara, Rita ; Filicori, Fabio

  • Author_Institution
    Istituto di Ingegneria, Ferrara Univ., Italy
  • Volume
    2
  • fYear
    1996
  • fDate
    25-29 Aug 1996
  • Firstpage
    502
  • Abstract
    The paper introduces the vector-gradient Hough transform (VGHT), a modified version of the gradient weighted Hough transform (GWHT), defined in vector space and able to exploit all the vector information of the gradient of luminosity. The new formulation, directly derived from the Radon transform, is analyzed and compared with the GWHT, in order to point out the improvement in selectivity provided by the VGHT in a strictly polar parametric space, without any relevant increase in computational complexity. This approach can be very suitable for identifying a specifically defined model of shapes in gray level images, ideally generated by a translation in the 2D space of a 1D luminosity profile. Finally, the suitability of the VGHT in real applications is shown with examples in the area of defect identification for automated visual inspection
  • Keywords
    Hough transforms; automatic optical inspection; computational complexity; computer vision; edge detection; object recognition; 1D luminosity profile; 2D space; Radon transform; automated visual inspection; computational complexity; defect identification; gray level images; polar parametric space; shape model; straight-translation generated shapes; vector space; vector-gradient Hough transform; Computational complexity; Image analysis; Image converters; Image edge detection; Image generation; Image reconstruction; Image segmentation; Inspection; Shape; US Department of Transportation;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Pattern Recognition, 1996., Proceedings of the 13th International Conference on
  • Conference_Location
    Vienna
  • ISSN
    1051-4651
  • Print_ISBN
    0-8186-7282-X
  • Type

    conf

  • DOI
    10.1109/ICPR.1996.546876
  • Filename
    546876