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Urdu handwritten text recognition: a survey

机译:Urdu手写文本识别:调查

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Work on the problem of handwritten text recognition in Urdu script has been an active research area. A significant progress is made in this interesting and challenging field in the last few years. In this study, the authors presented a comprehensive survey for a number of offline and online handwritten text recognition systems for Urdu script written in Nastaliq font style from 2004 to 2019. Following features make their contribution worthwhile and unique among the reviews of a similar kind: (i) their review classifies the existing studies based on types of recognition systems used for Urdu handwritten text, (ii) it covers a very different outlook of the recognition process of the Urdu handwritten text at different granularity levels (e.g. character, word, ligature, or sentence level), (iii) this review article also presents each of surveyed articles in following dimensions: the task performed, its granularity level, dataset used, results obtained, and future dimensions, and (iv) lastly it gives the summary of the surveyed articles according to the granularity levels, publishing years, related tasks or subtasks, and types of classifiers used. In the end, major challenges and tasks related to Urdu handwritten text recognition approaches are also discussed in detail.
机译:乌尔都语脚本中手写文本识别问题的工作已经是一个有源研究区域。在过去几年中,在这一有趣和具有挑战性的领域取得了重大进展。在这项研究中,作者在2004年至2019年为Nastaliq字体风格中编写了许多离线和网上手写的文本识别系统的全面调查。以下功能在类似种类的评论中获得了价值和独特的贡献: (i)他们的评论根据用于乌尔都语手写文本的识别系统类型的现有研究,(ii)它涵盖了不同粒度水平的核心手写文本的识别过程的识别过程非常不同的研究(例如,字符,单词,连同或句子级别),(iii)本综述文章还介绍了以下各个尺寸的每个被调查的文章:所执行的任务,其粒度水平,使用的数据集,获得的结果和未来尺寸以及(iv)最后它给出了摘要根据粒度水平,出版年份,相关任务或子组织以及使用的分类器类型的调查文章。最后,还详细讨论了与Urdu手写文本识别方法相关的主要挑战和任务。

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