Discerning structure from freeform handwritten notes

Michael Shilman, Zile Wei, Sashi Raghupathy, P. Simard, David Jones
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引用次数: 78

Abstract

This paper presents an integrated approach to parsing textual structure in freeform handwritten notes. Text-graphics classification and text layout analysis are classical problems in printed document analysis, but the irregularity in handwriting and content in freeform notes reveals limitations in existing approaches. We advocate an integrated technique that solves the layout analysis and classification problems simultaneously: the problems are so tightly coupled that it is not possible to solve one without the other for real user notes. We tune and evaluate our approach on a large corpus of unscripted user files and reflect on the difficult recognition scenarios that we have encountered in practice.
从自由形式的手写笔记辨别结构
本文提出了一种综合分析自由格式手写笔记文本结构的方法。文本-图形分类和文本布局分析是印刷文档分析中的经典问题,但自由笔记中笔迹和内容的不规则性暴露了现有方法的局限性。我们提倡一种同时解决布局分析和分类问题的集成技术:这些问题是如此紧密耦合,以至于对于真正的用户笔记来说,不可能解决其中一个问题而不解决另一个问题。我们在大量未编写脚本的用户文件语料库上调整和评估我们的方法,并反思我们在实践中遇到的困难识别场景。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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