Contextual word spotting in historical manuscripts using Markov logic networks

The Hip Pub Date : 2013-08-24 DOI:10.1145/2501115.2501119
David Fernández, S. Marinai, J. Lladós, A. Fornés
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引用次数: 9

Abstract

Natural languages can often be modelled by suitable grammars whose knowledge can improve the word spotting results. The implicit contextual information is even more useful when dealing with information that is intrinsically described as one collection of records. In this paper, we present one approach to word spotting which uses the contextual information of records to improve the results. The method relies on Markov Logic Networks to probabilistically model the relational organization of handwritten records. The performance has been evaluated on the Barcelona Marriages Dataset that contains structured handwritten records that summarize marriage information.
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使用马尔可夫逻辑网络的历史手稿语境词定位
自然语言通常可以通过合适的语法建模,这些语法的知识可以提高单词识别结果。当处理本质上被描述为一个记录集合的信息时,隐式上下文信息甚至更有用。在本文中,我们提出了一种使用记录的上下文信息来改进结果的单词识别方法。该方法利用马尔可夫逻辑网络对手写记录的关系组织进行概率建模。在包含结构化手写记录的总结婚姻信息的巴塞罗那婚姻数据集上对性能进行了评估。
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Contextual word spotting in historical manuscripts using Markov logic networks Robust text and drawing segmentation algorithm for historical documents Feature space denoising improves word spotting 3D reconstruction for damaged documents: imaging of the great parchment book Automatic photometric restoration of historical photographic negatives
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