A Calibration and Real-Time Object Matching Method for Heterogeneous Multi-Camera System

被引:9
|
作者
Li, Chenming [1 ,2 ]
Cai, Chengtao [1 ,2 ]
机构
[1] Harbin Engn Univ, Coll Intelligent Syst Sci & Engn, Heilongjiang Prov Key Lab Environm Intelligent Per, Minist Educ, Harbin 150001, Peoples R China
[2] Harbin Engn Univ, Key Lab Intelligent Technol & Applicat Marine Equi, Minist Educ, Harbin 150001, Peoples R China
基金
中国国家自然科学基金;
关键词
Calibration optimization; intelligent unmanned equipment; real-time target matching; stereo vision system; ROBUST; SLAM;
D O I
10.1109/TIM.2023.3260263
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
The heterogeneous multi-camera system composed of thermal-infrared cameras and visible spectrum (VS) cameras can better perceive the surrounding information in complex environments, so it is widely used in many intelligent unmanned devices, such as unmanned aerial vehicles (UAV) and patrol robots. In this article, a stereo calibration strategy is proposed for this vision system, and a real-time target matching method for heterogeneous images is proposed based on double epipolar constraint. First, a new calibration board is designed, and a calibration points detection and sorting algorithm is proposed. Second, the thermal-infrared camera and VS camera are calibrated. Then, the relative position and posture between the two cameras and the projection relationship between the heterologous images are obtained by stereo calibration using the adjusted images and applied to stereo vision. Finally, the epipolar constraint is applied to the target matching under the heterogenous image combined with the existing target detection technology. In experiments, the average relative error of calibration point positioning using a heterogeneous vision system is 0.0209, which is only 0.0014 different from that using a homogeneous vision system. When the target appears in the image as a whole and is detected, target matching in a pair of heterologous images only takes 0.068 s and the accuracy is 96%, which meets the real-time and accuracy requirements of general application environments.
引用
收藏
页数:12
相关论文
共 50 条
  • [31] Smart surveillance system for real-time multi-person multi-camera tracking at the edge
    Bipin Gaikwad
    Abhijit Karmakar
    Journal of Real-Time Image Processing, 2021, 18 : 1993 - 2007
  • [32] Real-time Video Streaming with Multi-Camera for a Telepresence Wheelchair
    Van Kha Ly Ha
    Tuan Nghia Nguyen
    Nguyen, Hung T.
    2016 14TH INTERNATIONAL CONFERENCE ON CONTROL, AUTOMATION, ROBOTICS AND VISION (ICARCV), 2016,
  • [33] A multi-camera vision system for real-time tracking of parcels moving on a conveyor belt
    Karaca, HN
    Akinlar, C
    COMPUTER AND INFORMATION SICENCES - ISCIS 2005, PROCEEDINGS, 2005, 3733 : 708 - 717
  • [34] Real-time generation of spherical panoramic video using an omnidirectional multi-camera system
    Gao, Jiongli
    Wu, Jun
    Huang, Mingyi
    Xu, Gang
    PHOTOGRAMMETRIC RECORD, 2024, 39 (185): : 87 - 117
  • [35] Multi-camera invariant appearance modeling for non-rigid object identification in a real-time environment
    Lin, Chih-Yang
    Kang, Li-Wei
    Kao, Jau-Hong
    Lu, Chun-Shien
    Wu, Yi-Ta
    JOURNAL OF VISUAL COMMUNICATION AND IMAGE REPRESENTATION, 2013, 24 (06) : 717 - 728
  • [36] Dynamic Gallery for Real-time Multi-target Multi-camera Tracking
    Chou, Yu-Sheng
    Wang, Chien-Yao
    Chen, Ming-Chiao
    Lin, Shou-De
    Liao, Hong-Yuan Mark
    2019 16TH IEEE INTERNATIONAL CONFERENCE ON ADVANCED VIDEO AND SIGNAL BASED SURVEILLANCE (AVSS), 2019,
  • [37] Dumbbell calibration for a multi-camera tracking system
    Lu, Yan
    Payandeh, Shahram
    2007 CANADIAN CONFERENCE ON ELECTRICAL AND COMPUTER ENGINEERING, VOLS 1-3, 2007, : 1472 - 1475
  • [38] Research on global calibration method for multi-camera visual measurement system
    Huang, Dongzhao
    Zhao, Qiancheng
    Ou, Yun
    Yang, Tianlong
    SEVENTH INTERNATIONAL SYMPOSIUM ON PRECISION MECHANICAL MEASUREMENTS, 2016, 9903
  • [39] Distributed multi-camera multi-target association for real-time tracking
    Senquan Yang
    Fan Ding
    Pu Li
    Songxi Hu
    Scientific Reports, 12
  • [40] A Novel Multi-Camera Global Calibration Method for Gaze Tracking System
    Chi, Jiannan
    Yang, Zuoyun
    Zhang, Guosheng
    Liu, Tongbo
    Wang, Zhiliang
    IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT, 2020, 69 (05) : 2093 - 2104