Handwritten Text Segmentation Using Elastic Shape Analysis

被引:5
|
作者
Kurtek, Sebastian [1 ]
Srivastava, Anuj [2 ]
机构
[1] Ohio State Univ, Dept Stat, Columbus, OH 43210 USA
[2] Florida State Univ, Dept Stat, Tallahassee, FL 32306 USA
来源
2014 22ND INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION (ICPR) | 2014年
关键词
CHARACTERS;
D O I
10.1109/ICPR.2014.432
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Segmentation of handwritten text into individual characters is an important step in many handwriting recognition tasks. In this paper, we present two segmentation algorithms based on elastic shape analysis of parameterized, planar curves. The shape analysis methodology provides matching, comparison and averaging of handwritten curves in a unified framework, which are very useful tools for designing segmentation algorithms. The first type of segmentation can be performed by splitting a full word into individual characters using a matching function. Another type of segmentation can be obtained by matching parts of the handwritten words to a given individual character. We validate the two proposed algorithms on real handwritten signatures and words coming from the SVC 2004 and the UNIPEN ICROW 2003 datasets. We show that the proposed methods are able to successfully segment text coming from highly variable handwriting styles.
引用
收藏
页码:2501 / 2506
页数:6
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