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Event-based media processing and analysis: A survey of the literature

机译:基于事件的媒体处理和分析:文献综述

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Research on event-based processing and analysis of media is receiving an increasing attention from the scientific community due to its relevance for an abundance of applications, from consumer video management and video surveillance to lifelogging and social media. Events have the ability to semantically encode relationships of different informational modalities, such as visual-audio-text, time, involved agents and objects, with the spatio-temporal component of events being a key feature for contextual analysis. This unveils an enormous potential for exploiting new information sources and opening new research directions. In this paper, we survey the existing literature in this field. We extensively review the employed conceptualization of the notion of event in multimedia, the techniques for event representation and modeling, the feature representation and event inference approaches for the problems of event detection in audio, visual, and textual content. Furthermore, we review some key event-based multimedia applications, and various benchmarking activities that provide solid frameworks for measuring the performance of different event processing and analysis systems. We provide an in-depth discussion of the insights obtained from reviewing the literature and identify future directions and challenges. (C) 2016 Elsevier B.V. All rights reserved.
机译:基于事件的媒体处理和分析研究越来越受到科学界的关注,因为它与从消费者视频管理和视频监视到生活日志和社交媒体的大量应用相关。事件具有语义编码不同信息方式(例如视听文本,时间,所涉及的主体和对象)的关系的能力,而事件的时空组成部分是上下文分析的关键特征。这揭示了开发新信息资源和打开新研究方向的巨大潜力。在本文中,我们调查了该领域的现有文献。我们广泛地回顾了多媒体中事件概念的采用概念,事件表示和建模技术,用于音频,视觉和文本内容中事件检测问题的特征表示和事件推断方法。此外,我们回顾了一些关键的基于事件的多媒体应用程序以及各种基准测试活动,这些活动提供了衡量不同事件处理和分析系统的性能的可靠框架。我们将对通过回顾文献获得的见解进行深入讨论,并确定未来的方向和挑战。 (C)2016 Elsevier B.V.保留所有权利。

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