Spatio-temporal modeling of video data for on-line object-oriented query processing

Young Francis Day, S. Dagtas, Mitsutoshi Iino, A. Khokhar, A. Ghafoor
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引用次数: 40

Abstract

The paper presents a framework for data modeling and semantic abstraction of image/video data. The framework is based on spatio-temporal information associated with salient objects in an image or in a sequence of video frames and on a set of generalized n-ary operators defined to specify spatial and temporal relationships of objects present in the data. The methodology presented in this paper can manifest itself effectively in conceptualizing events and heterogeneous views in multimedia data as perceived by individual users. The proposed paradigm induces a multilevel indexing and searching mechanism that models information at various levels of granularity and hence allows processing of content-based queries in real time. We also devise a unified object-oriented interface for users with heterogeneous views to specify queries on the unbiased encoded data. This framework is being developed to realize a highly integrated multimedia database architecture.
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面向对象在线查询处理的视频数据时空建模
本文提出了一个图像/视频数据建模和语义抽象的框架。该框架基于与图像或视频帧序列中的突出对象相关的时空信息,以及定义用于指定数据中存在的对象的空间和时间关系的一组广义n元算子。本文提出的方法可以有效地体现在将单个用户感知的多媒体数据中的事件和异构视图概念化方面。所提出的范式引入了多级索引和搜索机制,该机制对不同粒度级别的信息进行建模,从而允许实时处理基于内容的查询。我们还为具有异构视图的用户设计了一个统一的面向对象接口,以指定对无偏编码数据的查询。开发该框架是为了实现高度集成的多媒体数据库体系结构。
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