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Vietnamese handwriting recognition for automatic data entry in enrollment forms

机译:越南语手写识别功能,可自动注册数据

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摘要

This paper presents an efficient method of feature extraction for Vietnamese handwriting and an approach to group Vietnamese characters into similar sub-classes to support recognition process. Furthermore, it's the algorithm to look up two dictionaries simultaneously with least database storage in the post-processing in order to increase the recognition accuracy. The results of our approach on recognizing Vietnamese handwriting such as name, birthplace and birthday are also presented. By using Vietnamese Personal Name Dictionary for post-processing, the recognition accuracy for Vietnamese characters, words, person name is 91.23%, 85.41% and 96.03% in comparison with 75% 79.67% and 77.81% from common methods correlatively. The statistics are based on 2384, 2248 and 302 testing samples of Vietnamese character, words and personal name respectively. The recognition accuracy for province/city name is 99.8% among 64 provinces of Vietnam. Our approach is embedded into the automatic data entry system for enrollment forms, VnHandwritten1.0, the first commercial application in recognizing Vietnamese handwriting in Vietnam. On this application, our method proves itself an efficient method for commercial purpose.
机译:本文提出了一种有效的越南手写体特征提取方法,以及一种将越南字符分组为相似子类以支持识别过程的方法。此外,它是在后处理中同时查找两个字典且数据库存储最少的算法,以提高识别精度。还介绍了我们识别越南手写体(例如姓名,出生地和生日)的方法的结果。通过使用越南人名词典进行后处理,越南文字,单词,人名的识别准确率分别为91.23%,85.41%和96.03%,而常用方法分别为75%和79.67%和77.81%。统计数据分别基于越南文字,单词和个人姓名的2384、2248和302个测试样本。在越南的64个省中,省/市名称的识别准确率为99.8%。我们的方法已嵌入到用于登记表格的自动数据输入系统VnHandwriting1.0中,这是越南第一个识别越南手写的商业应用程序。在此应用中,我们的方法证明了自己是一种有效的商业目的方法。

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