• DocumentCode
    595500
  • Title

    Efficient and robust image descriptor for GUI object classification

  • Author

    Dubrovina, Anastasia ; Kisilev, Pavel ; Freedman, Daniel ; Schein, S. ; Bergman, Rebecca

  • Author_Institution
    Comput. Sci., Technion - Israel Inst. of Technol., Haifa, Israel
  • fYear
    2012
  • fDate
    11-15 Nov. 2012
  • Firstpage
    3594
  • Lastpage
    3597
  • Abstract
    Graphical User Interface (GUI) object classification is essential for image-based software automation tools. The challenges posed by GUI object classification are significantly different from those in natural image classification. In this paper we present a novel image descriptor developed specifically for GUI objects; it is robust to various changes in the appearance of GUI objects, such as various screen resolution, ”skin”, as well as various operating system related. We use this image descriptor with Support Vector Machine classifier, and experimentally show the descriptor robustness to the above transformations, and its superior performance compared to existing image descriptors.
  • Keywords
    graphical user interfaces; image classification; object recognition; support vector machines; vocabulary; GUI object classification; graphical user interface object classification; image descriptors; image-based software automation tools; natural image classification; operating system; robust image descriptor; screen resolution; support vector machine classifier; Feature extraction; Graphical user interfaces; Kernel; Robustness; Support vector machines; Training;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Pattern Recognition (ICPR), 2012 21st International Conference on
  • Conference_Location
    Tsukuba
  • ISSN
    1051-4651
  • Print_ISBN
    978-1-4673-2216-4
  • Type

    conf

  • Filename
    6460942