Revisiting the Vector Retrieval Model in Context of the MPEG-7 Semantic Description Scheme

M. Lux
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引用次数: 6

Abstract

Due to the semantic gap multimedia metadata is currently the only way to allow multimedia information retrieval on a conceptual level. One prominent multimedia metadata standard is MPEG-7. It offers means to annotate multimedia content using concepts and semantic relations. While several practical solutions for retrieval of MPEG-7 based conceptual annotations exist, a basic theoretical model has not been discussed yet. The paper in hand presents a vector representation for the MPEG-7 semantic description scheme and shows that the vector representation is unique and invertible. The vector representation allows the application of the vector retrieval model and therefore common retrieval mechanisms like weighting and indexing techniques or clustering.
MPEG-7语义描述方案下的向量检索模型重述
由于语义上的差距,多媒体元数据是目前在概念层面上实现多媒体信息检索的唯一途径。一个重要的多媒体元数据标准是MPEG-7。它提供了使用概念和语义关系对多媒体内容进行注释的方法。虽然存在几种基于MPEG-7概念注释检索的实际解决方案,但尚未讨论一个基本的理论模型。本文提出了一种MPEG-7语义描述方案的向量表示,并证明了该向量表示是唯一的和可逆的。向量表示允许应用向量检索模型,因此也允许应用常见的检索机制,如加权和索引技术或聚类。
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