跳到主要导航 跳到搜索 跳到主要内容

CCRS: Web Service for Chinese Character Recognition

  • University of Science and Technology of China

科研成果: 书/报告/会议事项章节 › 会议稿件 › 同行评审

摘要

Handwritten Chinese character recognition (HCCR) is an important research field of pattern recognition, which has attracted extensive studies during the past decades. Recently convolutional neural network (CNN) based methods have achieved the state-of-the-art performance for handwritten Chinese character recognition. Nevertheless, handwritten Chinese character recognition is still limited to be effectively used in the actual environment due to the large-scale vocabulary and great diversity of handwriting style. In this paper, we constructed a handwritten Chinese character recognition service based on convolutional neural network, which tries to make effective use of handwritten based printed fonts and existing handwritten database. At the same time, the service can effectively collect more handwritten data to expand the training dataset, which makes it easy to adapt to the new handwriting styles. Meanwhile, We propose a multi-level recognition theory applied to online handwritten Chinese character recognition, which may improve the accuracy of handwritten Chinese character recognition and break the limitations of handwritten Chinese character recognition by identifying the structure of Chinese characters and possible stroke orders firstly. Furthermore, we try to apply the method of online character recognition to the offline character recognition based on the basic writing rules.

源语言英语
主期刊名Proceedings - 2018 IEEE International Conference on Web Services, ICWS 2018 - Part of the 2018 IEEE World Congress on Services
出版商Institute of Electrical and Electronics Engineers Inc.
页17-25
页数9
ISBN(印刷版)9781538672471
DOI
出版状态已出版 - 5 9月 2018
已对外发布是
活动25th IEEE International Conference on Web Services, ICWS 2018 - San Francisco, 美国
期限: 2 7月 2018 → 7 7月 2018

丛书

姓名Proceedings - 2018 IEEE International Conference on Web Services, ICWS 2018 - Part of the 2018 IEEE World Congress on Services

会议

会议25th IEEE International Conference on Web Services, ICWS 2018
国家/地区美国
市San Francisco
时期2/07/18 → 7/07/18

学术指纹

探究 'CCRS: Web Service for Chinese Character Recognition' 的科研主题。它们共同构成独一无二的学术指纹。

引用此