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Real-time automatic crack detection method based on drone

delete2022-10-01
delete49
PRE
AI
S
Shiqiao Meng
Z
Zhiyuan Gao
Y
Ying Zhou *
B
Bin He
A
Abderrahim Djerrad
DOI:10.1111/mice.12918delete
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摘要

摘要

En 中文
Real-time automated drone-based crack detection can be used for efficient building damage assessment. This paper proposes an automated real-time crack detection method based on a drone. Using a lightweight classification algorithm, a lightweight segmentation algorithm, a high-precision segmentation algorithm, and a crack width measurement algorithm, the cracks are classified, roughly segmented, finely segmented, and the maximum width is extracted. A crack information-assisted drone flight automatic control algorithm for automatic crack detection guides the drone toward the crack position. The effectiveness of the crack detection algorithm and the crack information-assisted drone flight automatic control algorithm was tested on two different datasets, a two-story building, and a 16-m-high shaking table test building. The results show that crack detection can be finished in real-time during the flight. Using the proposed method can significantly improve the MIoU of crack edge detection and the accuracy of maximum crack width measurement under the non-ideal shooting conditions of the actual inspection situation by automatically approaching the vicinity of the crack.
Keyword:
DAMAGE DETECTION
INSPECTION
ALGORITHM
NETWORK
IMAGES

期刊

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

机构

T
tongji university
学者数:
7.9W
论文数: 6.0W
被引数: 98
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