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Investigating the document structure as a source of evidence for multimedia fragment retrieval

机译:调查文档结构作为多媒体片段检索的证据来源

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Multimedia objects can be retrieved using their context that can be for instance the text surrounding them in documents. This text may be either near or far from the searched objects. Our goal in this paper is to study the impact, in term of effectiveness, of text position relatively to searched objects. The multimedia objects we consider are described in structured documents such as XML ones. The document structure is therefore exploited to provide this text position in documents. Although structural information has been shown to be an effective source of evidence in textual information retrieval, only a few works investigated its interest in multimedia retrieval. More precisely, the task we are interested in this paper is to retrieve multimedia fragments (i.e. XML elements having at least one multimedia object). Our general approach is built on two steps: we first retrieve XML elements containing multimedia objects, and we then explore the surrounding information to retrieve relevant multimedia fragments. In both cases, we study the impact of the surrounding information using the documents structure. Our work is carried out on images, but it can be extended to any other media, since the physical content of multimedia objects is not used. We conducted several experiments in the context of the Multimedia track of the INEX evaluation campaign. Results showed that structural evidences are of high interest to tune the importance of textual context for multimedia retrieval. Moreover, the proposed approach outperforms state of the art approaches.
机译:可以使用它们的上下文来检索多媒体对象,这些上下文可以是例如文档中围绕它们的文本。该文本可能接近或远离搜索对象。我们本文的目标是从有效性的角度研究文本位置相对于搜索对象的影响。我们考虑的多媒体对象在XML文档等结构化文档中进行了描述。因此,利用文档结构在文档中提供此文本位置。尽管结构信息已被证明是文本信息检索的有效证据来源,但只有少数作品调查了其对多媒体检索的兴趣。更准确地说,我们对本文感兴趣的任务是检索多媒体片段(即具有至少一个多媒体对象的XML元素)。我们的一般方法基于两个步骤:首先检索包含多媒体对象的XML元素,然后探索周围的信息以检索相关的多媒体片段。在这两种情况下,我们都使用文档结构来研究周围信息的影响。我们的工作是在图像上进行的,但是由于不使用多媒体对象的物理内容,因此它可以扩展到任何其他媒体。我们在INEX评估活动的多媒体轨道范围内进行了一些实验。结果表明,结构性证据对于调整文本上下文对于多媒体检索的重要性非常重要。而且,所提出的方法优于现有方法。

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