Proposing Vietnamese Text Recognition Algorithm Combining CRAFT and VietOCR

P. N. Huu, Thanh Tran Ngoc, Q. Minh
{"title":"Proposing Vietnamese Text Recognition Algorithm Combining CRAFT and VietOCR","authors":"P. N. Huu, Thanh Tran Ngoc, Q. Minh","doi":"10.1109/ICCAIS56082.2022.9990349","DOIUrl":null,"url":null,"abstract":"Letter recognition based on artificial neural networks is currently achieving promising results. In this paper, we propose a method that combines character-region awareness for text detection (CRAFT) and VietOCR to recognize letters and Vietnamese texts effectively based on finding characters in words and affinity among them. The algorithm uses the tool to crop each character to put it into VietOCR to recognize letters. The results show that the algorithm achieves an accuracy of 89.84% with 10 epochs. We find that the proposed method has accuracy and execution time depending on the variety of input data based on the obtained results.","PeriodicalId":273404,"journal":{"name":"2022 11th International Conference on Control, Automation and Information Sciences (ICCAIS)","volume":"30 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2022-11-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2022 11th International Conference on Control, Automation and Information Sciences (ICCAIS)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ICCAIS56082.2022.9990349","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0

Abstract

Letter recognition based on artificial neural networks is currently achieving promising results. In this paper, we propose a method that combines character-region awareness for text detection (CRAFT) and VietOCR to recognize letters and Vietnamese texts effectively based on finding characters in words and affinity among them. The algorithm uses the tool to crop each character to put it into VietOCR to recognize letters. The results show that the algorithm achieves an accuracy of 89.84% with 10 epochs. We find that the proposed method has accuracy and execution time depending on the variety of input data based on the obtained results.
查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
结合CRAFT和VietOCR的越南文文本识别算法
基于人工神经网络的字母识别目前取得了可喜的成果。在本文中,我们提出了一种结合字符区域感知的文本检测(CRAFT)和VietOCR的方法,基于查找单词中的字符和它们之间的亲和力来有效地识别字母和越南语文本。该算法使用该工具裁剪每个字符,将其放入VietOCR中进行字母识别。结果表明,该算法在10次epoch下的准确率达到89.84%。根据得到的结果,我们发现所提出的方法具有准确性和执行时间,这取决于输入数据的多样性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 去求助
来源期刊
自引率
0.00%
发文量
0
期刊最新文献
Wireless Smart Shoes for Running Gait Analysis Based on Deep Learning A quadratic correlation algorithm with variable sets of lags for frequency estimation Deployment of UAVs for Optimal Multihop Ad-hoc Networks Using Particle Swarm Optimization and Behavior-based Control Analyze the Transient Overvoltages in the station of Vietnamese model HVDC-MMC system Dual-scale generalized Radon-Fourier transform family for long time coherent integration
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1