CCRS: Web Service for Chinese Character Recognition

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

9 Scopus citations

Abstract

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.

Original languageEnglish
Title of host publicationProceedings - 2018 IEEE International Conference on Web Services, ICWS 2018 - Part of the 2018 IEEE World Congress on Services
PublisherInstitute of Electrical and Electronics Engineers Inc.
Pages17-25
Number of pages9
ISBN (Print)9781538672471
DOIs
StatePublished - 5 Sep 2018
Externally publishedYes
Event25th IEEE International Conference on Web Services, ICWS 2018 - San Francisco, United States
Duration: 2 Jul 20187 Jul 2018

Publication series

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

Conference

Conference25th IEEE International Conference on Web Services, ICWS 2018
Country/TerritoryUnited States
CitySan Francisco
Period2/07/187/07/18

Keywords

  • Convolutional Neural Network
  • Handwriting Chinese Character Recognition
  • Offline
  • Online
  • Web Service

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