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Integrated Multimedia Processing for Topic Segmentation and Classification

机译:集成多媒体处理,用于主题细分和分类

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摘要

In this paper 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 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.
机译:在本文中,我们描述了Video Scout的集成多媒体处理,Video Scout是一个根据电视节目的音频,视频和字幕信息对电视节目进行分段和索引的系统。 Video Scout代表了个人录像机的未来方向。除了使用电子节目指南元数据和用户个人资料外,Scout还允许用户在程序中请求特定主题。例如,用户可以从一个半小时的新闻节目中请求总统讲话的视频剪辑.Video Scout具有三个模块:(i)视频预处理,(ii)分段和索引编制以及(iii)存储和用户界面。分段和索引是系统的核心,它结合了贝叶斯框架,该框架集成了来自音频,视频和字幕(隐藏式字幕)域的信息。该框架使用三层来处理低,中和高级多媒体信息。高级层生成有关电视节目主题的语义信息。本文介绍了系统的组成部分,并介绍了在真实电视节目上运行Video Scout的结果。

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