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Metrics and methods for evaluating model-driven reality capture plans

delete2021-05-07
delete13
PRE
AI
A
Amir Ibrahim
M
Mani Golparvar‐Fard *
K
Khaled El‐Rayes
DOI:10.1111/mice.12693delete
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摘要

摘要

En 中文
This paper presents new metrics and methods for evaluating the quality of reality capture plans-commonly used to operate camera-mounted unmanned aerial vehicles (UAVs) or ground rovers-for construction progress monitoring and inspection of as-is conditions. Using 4D building information model (BIM) or 3D reality model as a priori, these metrics provide feedback on the quality of a plan (within a few minutes), accounting for resolution, visibility, accuracy, completeness of the capture, and satisfying battery capacity and line-of-sight requirements. A cloud-based system is introduced to create and optimize UAV/rover missions in the context of prior model. Results from real-world construction data sets demonstrate that the proposed metrics offer actionable insights into the accuracy and completeness of reality capture plans. Additionally, a capture plan-with a combination of canonical and noncanonical camera views-that satisfies the introduced metrics is statistically correlated with the quality of reconstructed reality. These metrics can improve computer-vision progress monitoring and inspection methods that rely on the construction site's appearance and geometry.
Keyword:
BUILDING INFORMATION MODELS
CONSTRUCTION
QUALITY
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期刊

C
Computer-Aided Civil and Infrastructure Engineering
IF:
9.1
论文数:
2.0K
被引数:
10.0K

机构

U
University of Illinois Urbana-Champaign
学者数:
2.4W
论文数: 2.0W
被引数: 35
University of Illinois System 封面图
University of Illinois System
学者数:
6.9W
论文数: 6.2W
被引数: 644
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