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Temporal relation algebra for audiovisual content analysis

机译:视听内容分析的时间关系代数

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The context of this work is to characterize the content and the structure of audiovisual documents by analysing the temporal relationships between basic events resulted from different segmentations of the same document. For this objective, we need to represent and reason about time. We propose a parametric representation of temporal relation between segments (points or intervals) in which the parameters are used to characterize the relationship between two non-convex intervals corresponding to two segmentations in the video analysis domain. The relationship is represented by a co-occurrences matrix noted as Temporal Relation Matrix (TRM). Each document is represented by a set of TRMs computed between each couple of segmentations of the same document using different features. The TRMs are analysed later to detect semantic events, highlight clues about the video content structure or to classify documents based on their types. For higher-level semantic events and documents' structure, we needed to apply some operations on the basic temporal relations and TRMs such as composition, disjunction, complement, intersection, etc. These operations brought to light more complex patterns; e.g. event 1 occurs at the same time of event 2 followed by event 3. In the work presented in this paper, we define a temporal relation algebra including its set of operations based on the parametric representation and TRM defined above. Several experimentations have been done on different audio and video documents to show the efficiency of the proposed representation and the defined operations for audiovisual content analysing.
机译:本工作的上下文是通过分析来自同一文档的不同分段产生的基本事件之间的时间关系来表征视听文档的内容和结构。为此目标,我们需要代表和理由。我们提出了参数表示段(点或间隔)之间的时间关系的参数表示,其中参数用于表征在视频分析域中的两个分段对应的两个非凸间间隔之间的关系。该关系由作为时间关系矩阵(TRM)指出的共发生矩阵表示。每个文档由在使用不同特征的同一文档的每对同一文档的每对组分割之间计算的一​​组TRMS表示。稍后分析TRMS以检测语义事件,突出显示视频内容结构的线索或基于其类型对文档进行分类。对于更高级别的语义事件和文档结构,我们需要对基本时间关系和TRMS应用一些操作,如组成,分离,补充,交叉路口等。这些操作带来更加复杂的模式;例如事件1发生在事件2的同时发生,然后发生事件3.在本文呈现的工作中,我们定义了一个时间关系代数,包括基于上面定义的参数表示和TRM的一组操作。在不同的音频和视频文档上已经完成了几种实验,以显示所提出的表示和用于视听内容分析的定义操作的效率。

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