Multilingual OCR research and applications: an overview

MOCR '13 Pub Date : 2013-08-24 DOI:10.1145/2505377.2509977
Xujun Peng, Huaigu Cao, S. Setlur, V. Govindaraju, P. Natarajan
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引用次数: 25

Abstract

This paper offers an overview of the current approaches to research in the field of off-line multilingual OCR. Typically, off-line OCR systems are designed for a particular script or language. However, the ideal approach to multilingual OCR would likely be to develop a system that can, with the use of language-specific training data, be re-targeted to process different languages with minimal modifications. This is still an open area of research with plenty of challenges. This is particularly true for multilingual handwriting recognition due to the added complexity of variations in writing styles even within the same scripts. Challenges for multilingual OCR in preprocessing, feature extraction, script identification and recognition modeling and a brief survey of research in these areas are presented in the paper. Ideas for future research in multilingual OCR are outlined.
多语言OCR研究与应用综述
本文概述了当前离线多语言OCR领域的研究方法。通常,离线OCR系统是为特定的脚本或语言设计的。然而,多语言OCR的理想方法可能是开发一个系统,该系统可以使用特定于语言的训练数据,以最小的修改重新定位处理不同的语言。这仍然是一个充满挑战的开放研究领域。对于多语言手写识别来说尤其如此,因为即使在相同的脚本中,书写风格的变化也会增加复杂性。本文介绍了多语言OCR在预处理、特征提取、脚本识别和识别建模等方面面临的挑战,并简要介绍了这些领域的研究概况。展望了未来多语言OCR研究的思路。
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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