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Video events recognition by scene and group context

机译:通过场景和组上下文识别视频事件

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摘要

The ability to recognise video events has become increasingly more popular owing to its extensive practical applications. Most events will occur in certain scene with certain people, and the scene context and group context provide important information for event recognition. In this paper, we present an algorithm to recognise video events in different scenes in which there are multiple agents. First, we recognise events for each agent based on Stochastic Context Sensitive Grammar (SCSG). Then we propose the model of a scene in order to infer the scene in which the events occur, and we use a co-occurrence matrix of events to represent the group context. Finally, the scene and group context are exploited to distinguish events having similar structures. Experimental results show that by adding the scene and group context, the performance of events recognition can be significantly improved.
机译:由于其广泛的实际应用,识别视频事件的能力已变得越来越流行。大多数事件将在某些场景中与某些人一起发生,并且场景上下文和组上下文为事件识别提供了重要信息。在本文中,我们提出了一种算法来识别具有多个代理的不同场景中的视频事件。首先,我们根据随机上下文敏感语法(SCSG)识别每个代理的事件。然后,我们提出一个场景模型以推断事件发生的场景,并使用事件的共现矩阵来表示组上下文。最后,利用场景和组上下文来区分具有相似结构的事件。实验结果表明,通过添加场景和组上下文,可以显着提高事件识别的性能。

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