• DocumentCode
    3184133
  • Title

    Selectively filtering image features using a Percentage Occupancy Hit-or-Miss Transform

  • Author

    Murray, P. ; Marshall, S.

  • Author_Institution
    Dept. of Electron. & Electr. Eng., Univ. of Strathclyde, Glasgow, UK
  • fYear
    2012
  • fDate
    3-4 July 2012
  • Firstpage
    1
  • Lastpage
    6
  • Abstract
    The Hit-or-Miss Transform (HMT) is a well known morphological transform which can be used for template matching and other applications. Recent developments in this area include extensions of the HMT which have employed a variety of techniques in order to improve the noise robustness of the transform. Rank order filters feature heavily in these approaches, and recently, a novel design tool, known as a PO plot, has been introduced. This tool can be used to determine the optimum rank parameter when using these extensions of the HMT to locate features in noisy data. In this paper, the properties of the PO plot are exploited in such a way that an extension of the HMT, known as a POHMT, can be used as a discriminatory filter which selectively marks or discards features in an image. This paper summarises the POHMT, and the PO plot, before demonstrating how these can be used to implement a discriminatory filter. This filter is then shown to produce promising results when applied to the problem of selectively detecting dice in images.
  • Keywords
    filtering theory; image matching; object detection; transforms; PO plot; POHMT; design tool; discriminatory filter; morphological transform; noise robustness; optimum rank parameter; percentage occupancy hit-or-miss transform; rank order filter; selective dice detection; selective image feature filtering; template matching; Filtering; Hit-or-Miss Transform; Image Processing; Mathematical Morphology; Template Matching;
  • fLanguage
    English
  • Publisher
    iet
  • Conference_Titel
    Image Processing (IPR 2012), IET Conference on
  • Conference_Location
    London
  • Electronic_ISBN
    978-1-84919-632-1
  • Type

    conf

  • DOI
    10.1049/cp.2012.0427
  • Filename
    6290622