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A Modular Approach for Automating Video Analysis

机译:视频分析自动化的模块化方法

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摘要

Automating the steps involved in video processing has yet to be tackled with much success by vision developers and knowledge engineers. This is due to the difficulty in formulating vision problems and their solutions in a generalised manner. In this collaborated work, we introduce a modular approach that utilises ontologies to capture the goals, domain description and capabilities for performing video analysis. This modularisation is tested on real-world videos from an ecological source and proves useful in conceptualising and generalising video processing tasks. On a more significant note, this could be used in a framework for automatic video analysis in emerging infrastructures such as the Grid.
机译:视觉开发人员和知识工程师仍未成功解决视频处理中涉及的自动化步骤。这是由于难以以广义的方式制定视觉问题及其解决方案。在这项协作的工作中,我们介绍了一种模块化方法,该方法利用本体来捕获目标,域描述和执行视频分析的功能。这种模块化已在来自生态资源的真实视频上进行了测试,并证明在概念化和概括视频处理任务方面很有用。更重要的是,可以在诸如网格之类的新兴基础架构中将其用于自动视频分析的框架中。

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