From multimedia to the semantic Web using MPEG-7 and computational intelligence

G. Tummarello, C. Morbidoni, P. Puliti, A. Dragoni, F. Piazza
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引用次数: 7

Abstract

We present an architecture that provides semantic Web annotations of sound clips described by MPEG-7 audio descriptions. The great flexibility of the MPEG-7 standard makes especially difficult to compare descriptions coming from heterogeneous sources. To cope with this, the architecture would first obtain "normalized" versions of the audio descriptions using different adaptation techniques. Once in a "normalized" format, descriptions can be then projected into uniform and semantically relevant vector spaces, ready to be processed by a variety of well known computational intelligence techniques. As higher semantic results are then available, these can be exported as interoperable (RDF) annotations about the resource that was originally fed into the system. As novel aspect, through the use and interchange of MPEG-7 descriptions, the framework allows building applications (e.g. classificators) which can provide annotations on distributed audio resource sets.
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从多媒体到使用MPEG-7和计算智能的语义Web
我们提出了一种架构,该架构提供了由MPEG-7音频描述描述的声音片段的语义Web注释。MPEG-7标准的极大灵活性使得比较来自不同来源的描述变得特别困难。为了解决这个问题,该体系结构将首先使用不同的自适应技术获得音频描述的“规范化”版本。一旦进入“规范化”格式,描述就可以投射到统一的和语义相关的向量空间中,准备好由各种众所周知的计算智能技术进行处理。当更高的语义结果可用时,可以将这些结果导出为关于最初提供给系统的资源的可互操作(RDF)注释。作为一个新颖的方面,通过使用和交换MPEG-7描述,该框架允许构建应用程序(例如分类器),这些应用程序可以在分布式音频资源集上提供注释。
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