Displacement Measurement Based on UAV Images Using SURF-Enhanced Camera Calibration Algorithm

被引:6
|
作者
Liu, Gang [1 ,2 ]
He, Chenghua [2 ]
Zou, Chunrong [3 ]
Wang, Anqi [2 ]
机构
[1] Chongqing Univ, Key Lab New Technol Construction Cities Mt Area, Minist Educ, Chongqing 400045, Peoples R China
[2] Chongqing Univ, Sch Civil Engn, Chongqing 400045, Peoples R China
[3] China Railway Southwest Res Inst Co Ltd, Chengdu 610031, Peoples R China
基金
中国国家自然科学基金;
关键词
digital image correlation; SURF; UAV; displacement measurement; COMPOSITIONAL GAUSS-NEWTON;
D O I
10.3390/rs14236008
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Displacement is an important parameter in the assessment of the integrity of infrastructure; thus, its measurement is required in a multitude of guidelines or codes for structural health monitoring in most countries. To develop a low-cost and remote displacement measurement technique, a novel method based on an unmanned aerial vehicle (UAV) and digital image correlation (DIC) is presented in this study. First, an auxiliary reference image that meets the requirements is fabricated using the selected first image. Then, the speeded-up robust features (SURF) algorithm is introduced to track the feature points in the fixed areas. The least square algorithm is then employed to resolve the homography matrix of the auxiliary reference image and target images; then, the acquired homography matrices are utilized to calibrate the deviation caused by the UAV wobble. Finally, the integral pixel and sub-pixel matching of the DIC algorithm is employed to calculate the displacement of the target object. The numerical simulation results show that the proposed method has higher calculation accuracy and stability. The outdoor experiment results show that the proposed method has definite practicability.
引用
收藏
页数:20
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