Event-based modeling and processing of digital media

Rahul Singh, Zhao Li, Pilho Kim, D. Pack, R. Jain
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引用次数: 21

Abstract

Capture, processing, and assimilation of digital media-based information such as video, images, or audio requires a unified framework within which signal processing techniques and data modeling and retrieval approaches can act and interact. In this paper we present the rudiments of such a framework based on the notion of "events". This framework serves the dual roles of a conceptual data model as well as a prescriptive model that defines the requirements for appropriate signal processing. Amongst the key advantages of this framework, lies the fact that it fundamentally brings together the traditionally diverse disciplines of databases and (various areas of) digital signal processing. In addition to the conceptual event-based framework, we present a physical implementation of the event model. Our implementation specifically targets the problem of processing, storage, and querying of multimedia information related to indoor group- oriented activities such as meetings. Such multimedia information may comprise of video, image, audio, and text-based data. We use this application context to illustrate many of the practical challenges that are encountered in this area, our solutions to them, and the open problems that require research across databases, computer vision, audio processing, and multimedia.
基于事件的数字媒体建模与处理
基于数字媒体的信息(如视频、图像或音频)的捕获、处理和同化需要一个统一的框架,在这个框架中,信号处理技术、数据建模和检索方法可以起作用并相互作用。在本文中,我们提出了这样一个基于“事件”概念的框架的雏形。该框架充当概念数据模型和定义适当信号处理需求的规定性模型的双重角色。该框架的主要优点之一是,它从根本上汇集了数据库和数字信号处理(各个领域)的传统不同学科。除了基于事件的概念框架之外,我们还提出了事件模型的物理实现。我们的实现专门针对与室内群体活动(如会议)相关的多媒体信息的处理、存储和查询问题。这样的多媒体信息可以包括视频、图像、音频和基于文本的数据。我们使用此应用程序上下文来说明在该领域遇到的许多实际挑战,我们对它们的解决方案,以及需要跨数据库、计算机视觉、音频处理和多媒体研究的开放问题。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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