A syntax-directed method for numerical field extraction using classifier combination.

被引:6
作者
Chatelain, C [1 ]
Heutte, L [1 ]
Paquet, T [1 ]
机构
[1] Univ Rouen, CNRS, FRE 2645, Lab PSI, F-76821 Mont St Aignan, France
来源
NINTH INTERNATIONAL WORKSHOP ON FRONTIERS IN HANDWRITING RECOGNITION, PROCEEDINGS | 2004年
关键词
D O I
10.1109/IWFHR.2004.11
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this article, we propose a method for the automatic extraction Of numerical fields in handwritten documents. The method exploits the syntax of a numerical field as an a priori knowledge to extract the connected component sequences from the document. For that, we have to label the connected components as "belonging to a numerical field" or not. We propose a method for discriminating the connected components, using different families of features and a combination of classifiers. A comparison between the results obtained with the combination of classifiers and our first approach [10] demonstrates the utility of combining different feature sets for discriminating classes with large intra-class variability.
引用
收藏
页码:93 / 98
页数:6
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