Scribble Based Interactive Page Layout Segmentation Using Gabor Filter

被引:0
作者
Kassis, Majeed [1 ]
El-Sana, Jihad [1 ]
机构
[1] Ben Gurion Univ Negev, Dept Comp Sci, Beer Sheva, Israel
来源
PROCEEDINGS OF 2016 15TH INTERNATIONAL CONFERENCE ON FRONTIERS IN HANDWRITING RECOGNITION (ICFHR) | 2016年
关键词
interactive system; page segmentation; gabor filter; scribble-based; IMAGE SEGMENTATION; CLASSIFICATION; DOCUMENTS;
D O I
10.1109/ICFHR.2016.13
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper presents an interactive approach for fast and accurate page layout segmentation. It is a scribble based interactive segmentation approach, where the user draws scribbles on the various regions and the system performs page layout segmentation. The user can correct and refine the resulting segmentation by drawing new scribbles. To classify the various regions of the page, we apply a bank of Gabor filters, in several orientations and multiple frequencies, to capture the orientation, the stroke width, and size of the text. These properties also implicitly encode the writing style of the document. After combining the responses of the Gabor filter into a feature matrix, we classify various regions of the document by applying graph cuts, while taking into account the user made scribbles. The presented approach is very fast, easy to use, robust to user interaction, and provides accurate results.
引用
收藏
页码:13 / 18
页数:6
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