A UAV Visual SLAM System for Post-disaster Emergency Mapping

被引:0
作者
Wong, Zhaoxi [1 ]
Zhang, Mengqi [1 ]
Bi, Wenhao [1 ]
机构
[1] Northwestern Polytech Univ, Xian 710072, Peoples R China
来源
2023 ASIA-PACIFIC INTERNATIONAL SYMPOSIUM ON AEROSPACE TECHNOLOGY, VOL I, APISAT 2023 | 2024年 / 1050卷
基金
中国国家自然科学基金;
关键词
UAV visual SLAM; Post-disaster emergency mapping; ORB-SLAM2; LOOP-CLOSURE DETECTION;
D O I
10.1007/978-981-97-3998-1_43
中图分类号
V [航空、航天];
学科分类号
08 ; 0825 ;
摘要
Post-disaster emergency surveying and mapping information is a key information resource to assist post-disaster rescue and reconstruction. In recent years, visual simultaneous localization and mapping (SLAM) technology has been expanding its application scenarios by virtue of its advantages of simple structure and good mapping effect. In this paper, an unmanned aerial vehicle (UAV) visual SLAM system for post-disaster emergency mapping is presented. Firstly, this paper analyzes the current situation of UAV mapping technology and visual SLAM technology. Subsequently, the hardware architecture and algorithm of the system are introduced. In terms of algorithm, the system first completes the construction of sparse feature point map based on ORB-SLAM2 algorithm, and then improves the algorithm through map reconstruction technology to realize the construction of dense point cloud map. After completing the system design, the whole system is applied to the real scene for experimental verification. Experimental results show that the designed system can realize the construction of a complete global graph of the real scene, and give the mapping task real-time, safe and efficient advantages.
引用
收藏
页码:499 / 512
页数:14
相关论文
共 25 条
[11]  
[刘霖 Liu Lin], 2023, [电子科技大学学报, Journal of University of Electronic Science and Technology of China], V52, P44
[12]  
Lv Q, 2017, CHIN CONT DECIS CONF, P3319, DOI 10.1109/CCDC.2017.7979079
[13]   A mapping of visual SLAM algorithms and their applications in augmented reality [J].
Mucheroni Covolan, Joao Pedro ;
Sementille, Antonio Carlos ;
Rodrigues Sanches, Silvio Ricardo .
2020 22ND SYMPOSIUM ON VIRTUAL AND AUGMENTED REALITY (SVR 2020), 2020, :20-29
[14]   ORB-SLAM2: An Open-Source SLAM System for Monocular, Stereo, and RGB-D Cameras [J].
Mur-Artal, Raul ;
Tardos, Juan D. .
IEEE TRANSACTIONS ON ROBOTICS, 2017, 33 (05) :1255-1262
[15]  
Omid P., 2015, Ind. J. ence Technol., V8, P1
[16]  
Qiu W.W, 2022, Nat. Resour. Informatization, V02, P28
[17]   ON THE REPRESENTATION AND ESTIMATION OF SPATIAL UNCERTAINTY [J].
SMITH, RC ;
CHEESEMAN, P .
INTERNATIONAL JOURNAL OF ROBOTICS RESEARCH, 1986, 5 (04) :56-68
[18]  
Wang B., 2023, Acta Ecol. Sinica, V02, P1
[19]  
[王贺 Wang He], 2022, [中国科学院大学学报, Journal of University of Chinese Academy of Sciences], V39, P217
[20]  
[杨弘凡 Yang Hongfan], 2020, [图学学报, Journal of Graphics], V41, P548