华中师范大学学报（自然科学版）2023，Vol.57Issue(6)：813-820,8.DOI:10.19603/j.cnki.1000-1190.2023.06.007
基于神经网络的纸笔手写规范汉字量化评价研究
Research on quantitative evaluation of standard Chinese characters written by pen and paper based on neural network
摘要
Abstract
Chinese character writing education is an important part of our country's quality education.Currently,there are two major problems in the education of standard Chinese character writing for primary and secondary school students in China.Firstly,there is a lack of effective guidance,with the emphasis being mainly on qualitative descriptions of standard Chinese character writing essentials,and the quantitative characteristics of details are not reflected,making it difficult for students to accurately grasp the writing details;secondly,there is a lack of effective evaluation,with most teachers or parents only able to give an overall qualitative evaluation of students'writing,and unable to provide precise detailed evaluation.To address these issues,this study focuses on the quantitative evaluation of standard Chinese character handwriting using pen and paper in natural writing scenarios,including three main areas of work:1)using the skeleton image of handwritten Chinese characters and pre-evaluation results to construct a classification evaluation model based on convolutional neural networks,achieving automatic classification evaluation of the standardization of handwritten Chinese characters;2)using the stroke attribute data of handwritten Chinese characters to achieve quantitative evaluation of writing details and providing suggestions for writing adjustments;3)using the standardization score of various writing rules of handwritten Chinese characters to construct a writing scoring model based on multiple linear regression,achieving an evaluation of the overall quality of handwritten Chinese characters.关键词
规范汉字/书写规则/量化评价Key words
standard Chinese characters/writing rules/quantitative evaluation分类
信息技术与安全科学引用本文复制引用
王敏,马万,祝闯,史善飞,舒江波,卢帅成..基于神经网络的纸笔手写规范汉字量化评价研究[J].华中师范大学学报（自然科学版）,2023,57(6):813-820,8.基金项目
教育部人文社会科学研究规划基金项目(22YJAZH093) （22YJAZH093）
科技创新2030——"新一代人工智能"重大项目(2022ZD0117105) （2022ZD0117105）
苏州市职业大学专业(群)服务产业发展专项课题(SZD2022ZX005). （群）
