A model of on-line handwritten Japanese text recognition free from line direction and writing format constraints

被引:22
|
作者
Nakagawa, M [1 ]
Zhu, BL [1 ]
Onuma, M [1 ]
机构
[1] Tokyo Univ Agr & Technol, Grad Sch Engn, Koganei, Tokyo 1848588, Japan
来源
关键词
on-line recognition; character recognition; segmentation; probabilistic model; writing constraint;
D O I
10.1093/ietisy/e88-d.8.1815
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper presents a model and its effect for on-line handwritten Japanese text recognition free from line-direction constraint and writing format constraint such as character writing boxes or ruled lines. The model evaluates the likelihood composed of character segmentation, character recognition, character pattern structure and context. The likelihood of character pattern structure considers the plausible height, width and inner gaps within a character pattern that appear in Chinese characters composed of multiple radicals (subpatterns). The recognition system incorporating this model separates freely written text into text line elements, estimates the average character size of each element, hypothetically segments it into characters using geometric features, applies character recognition to segmented patterns and employs the model to search the text interpretation that maximizes likelihood as Japanese text. We show the effectiveness of the model through recognition experiments and clarify how the newly modeled factors in the likelihood affect the overall recognition rate.
引用
收藏
页码:1815 / 1822
页数:8
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