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
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