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User-Guided Dimensional Analysis of Indoor Building Environments from Single Frames of RGB-D Sensors

机译:基于RGB-D传感器单帧的室内建筑环境的用户指导尺寸分析

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摘要

In many construction, facility management, and inspection tasks, dimensional analysis of geometric features and artifacts is significant for spatial analysis and decision making. Tasks such as as-built geometry modeling and robotic workspace generation need to efficiently interpret critical dimensions of specific objects (e.g.,diameter of a pipe, width of an opening) in a potentially cluttered environment based on data gathered from various positions. This paper presents a user-guided dimensional analysis approach to automatically acquire geometric information from a single frame of a red-green-blue and depth (RGB-D) sensor. In the first step, a RGB-D sensor is used to capture three-dimensional (3D) point clouds of building environments. Then, by extracting planes and performing geometric analysis, the dimensional information of objects of interest is obtained from a single frame. The designed user-guidance system evaluates the completeness of the acquired data, and then provides interactive guidance for moving the sensor to acquire complete data, from which stable and accurate geometric measurements can be obtained. The proposed method has been tested on hallways, door frames, and stairs in a building environment. The experimental results demonstrate that the method offers significant promise in enabling dimensional analysis in a wide variety of real-time measurement contexts. (C) 2017 American Society of Civil Engineers.
机译:在许多建筑,设施管理和检查任务中,几何特征和工件的尺寸分析对于空间分析和决策至关重要。诸如建成的几何模型建模和机器人工作区生成之类的任务需要基于从各个位置收集的数据,有效地解释潜在杂乱环境中特定对象的关键尺寸(例如,管道的直径,开口的宽度)。本文提出了一种用户指导的尺寸分析方法,可从红绿蓝和深度(RGB-D)传感器的单个帧中自动获取几何信息。第一步,使用RGB-D传感器捕获建筑物环境的三维(3D)点云。然后,通过提取平面并进行几何分析,从单个帧中获得感兴趣对象的尺寸信息。设计的用户指导系统评估获取的数据的完整性,然后提供交互式指导以移动传感器以获取完整的数据,从中可以获取稳定而准确的几何尺寸。所提出的方法已经在建筑环境中的走廊,门框和楼梯上进行了测试。实验结果表明,该方法在实现各种实时测量环境中的尺寸分析方面具有广阔的前景。 (C)2017年美国土木工程师学会。

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