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Interactive Layout Analysis and Transcription Systems for Historic Handwritten Documents

机译:具有历史意义的手写文档的交互式布局分析和转录系统

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摘要

The amount of digitized legacy documents has been rising dramatically over the last years due mainly to the increasing number of on-line digital libraries publishing this kind of documents, waiting to be classified and finally transcribed into a textual electronic format (such as ASCII or PDF). Nevertheless, most of the available fully-automatic applications addressing this task are far from being perfect and heavy and inefficient human intervention is often required to check and correct the results of such systems. In contrast, multimodal interactive-predictive approaches may allow the users to participate in the process helping the system to improve the overall performance. With this in mind, two sets of recent advances are introduced in this work: a novel interactive method for text block detection and two multimodal interactive handwritten text transcription systems which use active learning and interactive-predictive technologies in the recognition process.
机译:过去几年中,数字化的旧有文档的数量已急剧增加,这主要是由于发布此类文档,等待分类并最终转录为文本电子格式(例如ASCII或PDF)的在线数字图书馆数量不断增加)。然而,解决该任务的大多数可用的全自动应用程序都不是完美的,并且经常需要繁琐且效率低下的人工干预来检查和纠正此类系统的结果。相反,多模式交互式预测方法可以允许用户参与该过程,从而帮助系统改善整体性能。考虑到这一点,在这项工作中介绍了两组最新的进展:一种用于文本块检测的新颖交互式方法,以及两个在识别过程中使用主动学习和交互式预测技术的多模式交互式手写文本转录系统。

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