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Multi-oriented touching text character segmentation in graphical documents using dynamic programming

delete2012-05-01
delete32
PRE
AI
P
Partha Pratim Roy *
U
Umapada Pal
J
Josep Lladós
M
Mathieu Delalandre
DOI:10.1016/j.patcog.2011.09.026delete
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摘要

摘要

En 中文
The touching character segmentation problem becomes complex when touching strings are multi-oriented. Moreover in graphical documents sometimes characters in a single-touching string have different orientations. Segmentation of such complex touching is more challenging. In this paper, we present a scheme towards the segmentation of English multi-oriented touching strings into individual characters. When two or more characters touch, they generate a big cavity region in the background portion. Based on the convex hull information, at first, we use this background information to find some initial points for segmentation of a touching string into possible primitives (a primitive consists of a single character or part of a character). Next, the primitives are merged to get optimum segmentation. A dynamic programming algorithm is applied for this purpose using the total likelihood of characters as the objective function. A SVM classifier is used to find the likelihood of a character. To consider multi-oriented touching strings the features used in the SVM are invariant to character orientation. Experiments were performed in different databases of real and synthetic touching characters and the results show that the method is efficient in segmenting touching characters of arbitrary orientations and sizes. (C) 2011 Elsevier Ltd. All rights reserved.
Keyword:
Touching character segmentation
Multi-oriented character recognition
Dynamic programming
AI总结

AI总结

对已上传原文的论文进行重点信息的提取,主要内容包括:简要概述、研究摘要、背景介绍、关键亮点、图文解析、展望与总结。

期刊

Pattern Recognition 封面图
Pattern Recognition
IF:
7.6
论文数:
1.3W
被引数:
4.5W

机构

U
universite de tours
学者数:
5.3K
论文数: 3.5K
被引数: 2
A
Autonomous University of Barcelona
学者数:
3.7W
论文数: 2.6W
被引数: 47
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