跨媒体融合证据的复合文献分析

S. Nikolopoulos, Christina Lakka, Y. Kompatsiaris, Christos Varytimidis, Konstantinos Rapantzikos, Yannis Avrithis
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引用次数: 3

摘要

本文提出了一种用于复合文档语义解释的跨媒体分析方案。它本质上是一种基于单媒体提取器输出的后期融合机制,其主要新颖之处在于使用从异构媒体源提取的证据在包含领域知识的贝叶斯网络上执行概率推理。在一组54个复合文档上进行的实验表明,所提出的方案能够利用现有的跨媒体关系并实现性能改进。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Compound Document Analysis by Fusing Evidence Across Media
In this paper a cross media analysis scheme for the semantic interpretation of compound documents is presented. It is essentially a late-fusion mechanism that operates on top of single-media extractors output and it’s main novelty relies on using the evidence extracted from heterogeneous media sources to perform probabilistic inference on a bayesian network that incorporates knowledge about the domain. Experiments performed on a set of 54 compound documents showed that the proposed scheme is able to exploit the existing cross media relations and achieve performance improvements.
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