A Stereo Matching Method Combining Feature and Area Information for Power Line Inspection

被引:0
|
作者
Wang, Jing [1 ]
Zhang, Dongsheng [1 ]
Sun, Xinghan [1 ]
Zhang, Xinrong [2 ]
机构
[1] Xi An Jiao Tong Univ, Dept Mech Engn, Xian 710049, Shaanxi, Peoples R China
[2] Changan Univ, Key Lab Rd Construct Technol & Equipment MOE, Xian 710064, Shaanxi, Peoples R China
关键词
Power line inspection; Stereo matching; Line construction;
D O I
10.1007/978-3-030-27541-9_41
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Since the stereo vision has the advantages of providing autonomous navigation information for unmanned aerial vehicle (UAV) without environmental constraints. In this paper, the UAV is combined with stereo vision to perform the power line inspection. With the stereo vision system the line segments are reconstructed to obtain the orientation information, which provides reference for the attitude adjustment of the UAV. During the line construction, in order to make the line inspection more natural and reasonable, an efficient stereo line matching method which combines feature matching and block matching is proposed with artificial screening. Firstly, the image returned by the on-board binocular camera is used to click on the specific line to eliminate interference in the clutter background. The region of interest is filtered in the Hough space of the left image, and the Iterative Closest Point algorithm is used to filter the matching area in the right image. Secondly, The SAD matching cost function is used to merely recover the disparity map of the region of interest for the stereo frames after line screening. The reconstruction of a particular line is performed by least squares. To the performance of the proposed approach, the cyclic experiments on the ground are carried out. Based on the results, the proposed method improves the angle measurement accuracy of line segments. The orientation information can be utilized to provide reference for the attitude adjustment of the UAV.
引用
收藏
页码:502 / 514
页数:13
相关论文
共 50 条
  • [31] A Stereo-Matching Technique for Recovering 3D Information from Underwater Inspection Imagery
    O'Byrne, Michael
    Pakrashi, Vikram
    Schoefs, Franck
    Ghosh, Bidisha
    COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING, 2018, 33 (03) : 193 - 208
  • [32] A Thin Line Power Increase Stereo Matching Method Used In High-precision Three-dimensional Measurement
    Song, Limei
    Wang, Long
    PROCEEDINGS OF THE 2009 2ND INTERNATIONAL CONGRESS ON IMAGE AND SIGNAL PROCESSING, VOLS 1-9, 2009, : 2729 - 2732
  • [33] Learning efficient multi-task stereo matching network with richer feature information q
    Wang, Jie
    Zhang, Sunjie
    Wang, Yongxiong
    Zhu, Zhengyu
    NEUROCOMPUTING, 2021, 421 : 151 - 160
  • [34] Fault Diagnosis in Power Line Inspection Using Normalized Multihierarchy Embedding Matching
    Liu, Xinyu
    Miao, Xiren
    Jiang, Hao
    Chen, Jing
    Chen, Zhenghua
    IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT, 2023, 72
  • [35] Stereo Matching Image Processing by Selected Finite Length Edge Line Matching on Least Square Method
    Akiyama, Akira
    Kobayashi, Nobuaki
    Mutoh, Eiichiro
    Kumagai, Hideo
    NOVEL OPTICAL SYSTEMS DESIGN AND OPTIMIZATION XVI, 2013, 8842
  • [36] A metric based on saliency line feature extraction and connection for matching area selection
    Hua, Haiyang
    Shi, Zelin
    Liu, Yunpeng
    SECOND TARGET RECOGNITION AND ARTIFICIAL INTELLIGENCE SUMMIT FORUM, 2020, 11427
  • [37] Adaptive Feature Enhanced Multi-View Stereo With Epipolar Line Information Aggregation
    Wang, Shaoqian
    Li, Bo
    Yang, Jian
    Dai, Yuchao
    IEEE ROBOTICS AND AUTOMATION LETTERS, 2024, 9 (11): : 10439 - 10446
  • [38] Fast Unmanned Aerial Vehicle Image Matching Combining Geometric Information and Feature Similarity
    Wei, Chunyang
    Xia, Hao
    Qiao, Yanyou
    IEEE GEOSCIENCE AND REMOTE SENSING LETTERS, 2021, 18 (10) : 1731 - 1735
  • [39] FPGA Design of Enhanced Scale-Invariant Feature Transform with Finite-Area Parallel Feature Matching for Stereo Vision
    Kuo, Chien-Hung
    Huang, Erh-Hsu
    Chien, Chiang-Heng
    Hsu, Chen-Chien
    ELECTRONICS, 2021, 10 (14)
  • [40] A method for rapid generation of power transmission line inspection report
    Luo Long
    Zhao Yunlong
    Qi Pengwen
    Li Yuan
    Ma Le
    Tan Jiaying
    REVIEWS OF ADHESION AND ADHESIVES, 2023, 11 (02): : 199 - 219