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Towards Automated Progress Assessment Of Workpackage Components In Construction Projects Using Computer Vision

机译:使用计算机视觉实现建设项目中工作包组件的自动化进度评估

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Traditional methods of collecting data on the progress of construction projects often involve human judgement, high costs, and are too infrequent to provide managers with timely and accurate control data. This study proposes a system that aims to address some of these shortcomings through automation. Our first contribution is a framework for the automatic generation of work packages. We describe the conceptual model and develop a prototype implementation, based on the results of a survey designed to capture the current practice of formulating work packages as performed in the industry. Our second contribution is a system that employs computer vision (CV) techniques to report on the progress of these work packages automatically. This is achieved by analysing sequences of digital images acquired regularly by on-site cameras. The result of this analysis, when compared with the expected state of construction, provides progress feedback on the work packages, allowing a project to be monitored more effectively.
机译:收集有关建设项目进度数据的传统方法通常涉及人为判断,成本高昂,而且不经常为管理人员提供及时,准确的控制数据。这项研究提出了一个旨在通过自动化来解决其中一些缺点的系统。我们的第一个贡献是自动生成工作包的框架。我们基于调查的结果描述概念模型并开发原型实现,该调查旨在捕获当前在行业中制定工作包的实践。我们的第二个贡献是使用计算机视觉(CV)技术自动报告这些工作包进度的系统。这是通过分析由现场摄像机定期采集的数字图像序列来实现的。与预期的施工状态相比,此分析的结果提供了有关工作包的进度反馈,从而可以更有效地监视项目。

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