手写化学表达式识别的统一框架

Ming Chang, Shi Han, Dongmei Zhang
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引用次数: 10

摘要

化学表达式在二维空间中比在数学方程中具有更多的变异结构。在本文中,我们提出了一个统一的识别手写化学表达式的框架,包括无机和有机表达式。在该框架的两个关键组成部分:符号分组和结构分析中提出了一套新的统计算法。提出了非符号建模和组间建模以达到更好的分组效果,提出了键建模将特殊的键符号分组在统一的框架内。定义了一种基于图的表示(CESG)来表示通用的化学表达式,并将结构分析问题形式化为一个基于图的搜索问题。在一个包含35000多个表情的数据库上进行了实验,并给出了实验结果。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A Unified Framework for Recognizing Handwritten Chemical Expressions
Chemical expressions have more variant structures in 2-D space than that in math equations. In this paper we propose a unified framework for recognizing handwritten chemical expressions including both inorganic and organic expressions. A set of novel statistical algorithms is presented in two key components of this framework: symbol grouping and structure analysis. Non-symbol modeling and inter-group modeling are proposed to achieve better grouping result, and bond modeling is proposed to group the special bond symbols in the unified framework. A graph-based representation (CESG) is defined for representing generic chemical expressions, and the structure analysis problem is formulated as a search problem for CESG over a weighted direction graph. Experiments on a database of more than 35,000 expressions were conducted and results are presented.
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