Integrated multimedia processing for topic segmentation and classification

R. Jasinschi, N. Dimitrova, T. McGee, L. Agnihotri, J. Zimmerman, Dongge Li
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引用次数: 43

Abstract

We describe integrated multimedia processing for Video Scout, a system that segments and indexes TV programs according to their audio, visual, and transcript information. Video Scout represents a future direction for personal video recorders. In addition to using electronic program guide metadata and a user profile, Scout allows the users to request specific topics within a program. For example, users can request the video clip of the USA president speaking from a half-hour news program. Video Scout has three modules: (i) video pre-processing, (ii) segmentation and indexing, and (iii) storage and user interface. Segmentation and indexing, the core of the system, incorporates a Bayesian framework that integrates information from the audio, visual, and transcript (closed captions) domains. This framework uses three layers to process low, mid, and high-level multimedia information. The high-level layer generates semantic information about TV program topics. This paper describes the elements of the system and presents results from running Video Scout on real TV programs.
集成多媒体处理的主题分割和分类
我们描述了Video Scout的集成多媒体处理,这是一个根据电视节目的音频、视频和文字记录信息进行分割和索引的系统。视频侦察兵代表了个人视频录像机的未来方向。除了使用电子节目指南元数据和用户配置文件外,Scout还允许用户请求节目中的特定主题。例如,用户可以要求观看一个半小时新闻节目中美国总统讲话的视频剪辑。Video Scout有三个模块:(i)视频预处理,(ii)分段和索引,(iii)存储和用户界面。分割和索引是系统的核心,它结合了一个贝叶斯框架,该框架集成了来自音频、视觉和转录(封闭字幕)领域的信息。该框架使用三层来处理低级、中级和高级多媒体信息。高层生成关于电视节目主题的语义信息。本文介绍了该系统的组成,并给出了在真实电视节目中运行视频侦察的结果。
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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