Evaluation and Recognition of Handwritten Chinese Characters Based on Similarities
文献类型：期刊论文
| 作者 | Zhao, Yuliang2,3; Zhang, Xinyue2,3; Fu, Boya4; Zhan, Zhikun2,3; Sun, Hui1; Li, Lianjiang2,3; Zhang, Guanglie5 |
| 刊名 | APPLIED SCIENCES-BASEL
 |
| 出版日期 | 2022-09-01 |
| 卷号 | 12期号:17页码:20 |
| 关键词 | handwritten Chinese characters evaluation and recognition neural network similarities |
| DOI | 10.3390/app12178521 |
| 英文摘要 | To accurately recognize ordinary handwritten Chinese characters, it is necessary to recognize the normative level of these characters. This study proposes methods to quantitatively evaluate and recognize these characters based on their similarities. Three different types of similarities, including correlation coefficient, pixel coincidence degree, and cosine similarity, are calculated between handwritten and printed Song typeface Chinese characters. Eight features are derived from the similarities and used to verify the evaluation performance and an artificial neural network is used to recognize the character content. The results demonstrate that our proposed methods deliver satisfactory evaluation effectiveness and recognition accuracy (up to 98%-100%). This indicates that it is possible to improve the accuracy in recognition of ordinary handwritten Chinese characters by evaluating the normative level of these characters and standardizing writing actions in advance. Our study can offer some enlightenment for developing methods for the identification of handwritten Chinese characters used in transaction processing activities. |
| WOS关键词 | PATTERN-RECOGNITION |
| WOS研究方向 | Chemistry ; Engineering ; Materials Science ; Physics |
| 语种 | 英语 |
| WOS记录号 | WOS:000850981300001 |
| 源URL | [http://ir.yic.ac.cn/handle/133337/37347]  |
| 专题 | 烟台海岸带研究所_中科院烟台海岸带研究所知识产出 |
| 通讯作者 | Fu, Boya; Zhang, Guanglie |
| 作者单位 | 1.City Univ Hong Kong, Dept Mech Engn, Hong Kong, Peoples R China 2.Northeastern Univ, Sensor & Big Data Lab, Qinhuangdao 066000, Hebei, Peoples R China 3.Lab Micronano Precis Opt Sensing & Measurement Te, Qinhuangdao 066000, Hebei, Peoples R China 4.Chinese Acad Sci, Yantai Inst Coastal Zone Res, Yantai 264003, Peoples R China 5.City Univ Hong Kong, Shenzhen Res Inst, Shenzhen 518057, Peoples R China |
| 推荐引用方式 GB/T 7714 | Zhao, Yuliang,Zhang, Xinyue,Fu, Boya,et al. Evaluation and Recognition of Handwritten Chinese Characters Based on Similarities[J]. APPLIED SCIENCES-BASEL,2022,12(17):20. |
| APA | Zhao, Yuliang.,Zhang, Xinyue.,Fu, Boya.,Zhan, Zhikun.,Sun, Hui.,...&Zhang, Guanglie.(2022).Evaluation and Recognition of Handwritten Chinese Characters Based on Similarities.APPLIED SCIENCES-BASEL,12(17),20. |
| MLA | Zhao, Yuliang,et al."Evaluation and Recognition of Handwritten Chinese Characters Based on Similarities".APPLIED SCIENCES-BASEL 12.17(2022):20. |
入库方式： OAI收割
来源：烟台海岸带研究所
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