Efficient and robust image descriptor for GUI object classification

Pattern Recognition(2012)

引用 23|浏览15
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摘要
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.
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关键词
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
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