3D Mapping and Localization on Aerial Images

被引:0
作者
Eker, Onur [1 ,2 ]
Cevikalp, Hakan [1 ]
Uzun, Bedirhan [1 ]
机构
[1] Eskisehir Osmangazi Univ, Elekt & Elekt Muhendisligi Bolumu, Eskisehir, Turkey
[2] HAVELSAN AS, Ankara, Turkey
来源
2020 28TH SIGNAL PROCESSING AND COMMUNICATIONS APPLICATIONS CONFERENCE (SIU) | 2020年
关键词
orthomosaic; slam; object detection; unmanned aerial vehicle; SLAM;
D O I
暂无
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
Fast and accurate observation of an area in disaster scenarios such as earthquake, flood and avalanche is crucial for first aid teams. Digital surface models, orthomosaics and object detection algorithms can play an important role in rapid decision making and response. In recent years, Unmanned Aerial Vehicles (UAVs) have become increasingly popular because of their ability to perform tasks at lower costs. A real-time ortho-mosaic generated by using UAVs can help in tasks where both speed and efficiency are required. An ortho-mosaic provides an overview of the area to be observed and helps the operator to find the regions of interest, and object detection algorithms helps to localize objects of interest in those regions. In this study, a monocular SLAM based mapping and detection system has been developed which combines the camera and GPS data of the UAV. The performance of the developed method is evaluated in both single and multiple UAVs scenario.
引用
收藏
页数:4
相关论文
共 12 条
[1]  
Bertalmío M, 2001, PROC CVPR IEEE, P355
[2]   Automatic panoramic image stitching using invariant features [J].
Brown, Matthew ;
Lowe, David G. .
INTERNATIONAL JOURNAL OF COMPUTER VISION, 2007, 74 (01) :59-73
[3]  
Bu SH, 2016, 2016 IEEE/RSJ INTERNATIONAL CONFERENCE ON INTELLIGENT ROBOTS AND SYSTEMS (IROS 2016), P4564, DOI 10.1109/IROS.2016.7759672
[4]   LSD-SLAM: Large-Scale Direct Monocular SLAM [J].
Engel, Jakob ;
Schoeps, Thomas ;
Cremers, Daniel .
COMPUTER VISION - ECCV 2014, PT II, 2014, 8690 :834-849
[5]  
Fankhauser P, 2016, STUD COMPUT INTELL, V625, P99, DOI 10.1007/978-3-319-26054-9_5
[6]  
Hinzmann T., 2018, Springer Proceedings in Advanced Robotics, P383
[7]  
Kahvecioglu S, 2018, 2018 26 SIGN PROC CO, P1
[8]   On measuring the accuracy of SLAM algorithms [J].
Kuemmerle, Rainer ;
Steder, Bastian ;
Dornhege, Christian ;
Ruhnke, Michael ;
Grisetti, Giorgio ;
Stachniss, Cyrill ;
Kleiner, Alexander .
AUTONOMOUS ROBOTS, 2009, 27 (04) :387-407
[9]   ORB-SLAM: A Versatile and Accurate Monocular SLAM System [J].
Mur-Artal, Raul ;
Montiel, J. M. M. ;
Tardos, Juan D. .
IEEE TRANSACTIONS ON ROBOTICS, 2015, 31 (05) :1147-1163
[10]  
Redmon J, 2018, Arxiv, DOI [arXiv:1804.02767, DOI 10.48550/ARXIV.1804.02767]