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A First Step Towards NLP from Digitized Manuscripts: Virtual Restoration

机译:从数字化手稿迈向NLP的第一步:虚拟还原

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Digitization of the documental heritage conserved in libraries and archives is a common practice, in order to ensure the preservation and fruition of this extended part of the human cultural and historical patrimony. For the most precious, fragile and difficult to read and decipher manuscripts, specialized though portable digitization equipment, such as high resolution multispectral/hyperspectral cameras, is nowadays available. Digitization made it possible the increasingly extensive use of digital image processing techniques, to perform a number of virtual restoration tasks, which constitute a first, often necessary step prior subsequent automatic analysis of the writing contents, with the ultimate goal to perform automatic transcription and/or natural language processing tasks. Here we report our experience in this field, referring, as a case study, to the problem of removing one of the most frequent and impairing degradation affecting many ancient manuscripts, i.e., the bleed-through distortion. In this case, virtual restoration gives also the immediate benefit to facilitate the work of philologists and paleographers interested in examining and transcribing the manuscript in a traditional way.
机译:图书馆和档案馆中保存的文献遗产的数字化是一种常见的做法,以确保人类文化和历史遗产的这一扩展部分得以保存和实现。对于最珍贵,易碎,难以阅读和破译的手稿,如今可以使用专用的便携式数字化设备,例如高分辨率多光谱/高光谱相机。数字化使数字图像处理技术的日益广泛使用成为可能,以执行许多虚拟恢复任务,这些任务构成了第一步,通常是随后自动分析书写内容所必需的第一步,最终目的是执行自动转录和/或自然语言处理任务。在这里,我们以案例研究的形式报告了我们在该领域的经验,该案例涉及消除影响许多古代手稿的最频繁且最不利的退化之一,即渗色变形问题。在这种情况下,虚拟修复也立即带来了好处,可以促进有兴趣以传统方式检查和抄写手稿的语言学家和古画家的工作。

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