Script identification in multilingual environment: a survey in recent years

IF 13.9 2区 计算机科学 Q1 COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE
Yaowei Yang, Elham Eli, Alimjan Aysa, Kurban Ubul
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引用次数: 0

Abstract

Multilingualism is an important trend in the field of optical character recognition (OCR). In a multilingual environment, the task of script identification often combines with other tasks to complete multilingual work jointly. As a front-end function of a multilingual OCR system, it automatically identifies the language of the text image and further recognizes text in multilingual engines. In reality, script identification plays a major role, especially in multilingual scene understanding, as well as intelligent document analysis and recognition. This survey introduces the technology of script identification and summarizes the related work developed in this field from 2017 to date, including traditional learning, deep learning, and available datasets. Based on a comprehensive analysis of existing work, it provides a new survey for researchers to grasp recent script identification work. By discussing the problems that need to be solved, it can lay the foundation for related research work and activities.

多语言环境下的文字识别:近年来的调查
多语言化是光学字符识别领域的一个重要趋势。在多语种环境下,文字识别任务往往与其他任务相结合,共同完成多语种工作。作为多语言OCR系统的前端功能,自动识别文本图像的语言,并在多语言引擎中进一步识别文本。在现实中,脚本识别起着重要的作用,特别是在多语言场景理解和智能文档分析与识别中。本文介绍了脚本识别技术,并总结了2017年至今该领域的相关工作,包括传统学习、深度学习和可用数据集。在对已有工作进行综合分析的基础上,为研究人员把握近期文字鉴定工作提供了新的视角。通过对需要解决的问题的讨论,可以为相关的研究工作和活动奠定基础。
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来源期刊
Artificial Intelligence Review
Artificial Intelligence Review 工程技术-计算机:人工智能
CiteScore
22.00
自引率
3.30%
发文量
194
审稿时长
5.3 months
期刊介绍: Artificial Intelligence Review, a fully open access journal, publishes cutting-edge research in artificial intelligence and cognitive science. It features critical evaluations of applications, techniques, and algorithms, providing a platform for both researchers and application developers. The journal includes refereed survey and tutorial articles, along with reviews and commentary on significant developments in the field.
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