Review of Visual SLAM in Dynamic Environment

被引:0
|
作者
Wang K. [1 ]
Yao X. [1 ]
Huang Y. [1 ]
Liu M. [1 ]
Lu Y. [2 ]
机构
[1] School of Mechanical and Automotive Engineering, South China University of Technology, Guangzhou
[2] School of Engineering, University of Auckland, Auckland
来源
Jiqiren/Robot | 2021年 / 43卷 / 06期
关键词
Camera ego-motion; Dynamic environment; Semantic segmentation; Visual SLAM (simultaneous localization and mapping);
D O I
10.13973/j.cnki.robot.200468
中图分类号
学科分类号
摘要
For visual SLAM (simultaneous localization and mapping) systems in dynamic environments, the harmfulness of dynamic objects in the environment to the classic visual SLAM system is analyzed firstly, and the existing dynamic visual SLAM systems are divided into two categories according to whether the system is based on camera ego-motion or not. Then, the current research status of visual SLAM in dynamic environment is summarized and analyzed. Finally, the processing method and future trend of visual SLAM in dynamic environment are discussed and prospected. © 2021, Science Press. All right reserved.
引用
收藏
页码:715 / 732
页数:17
相关论文
共 96 条
  • [1] Liu H M, Zhang G F, Bao H J., A survey of monocular simultaneous localization and mapping, Journal of Computer-Aided Design & Computer Graphics, 28, 6, pp. 855-868, (2016)
  • [2] Davison A J, Reid I D, Molton N D, Et al., MonoSLAM: Realtime single camera SLAM, IEEE Transactions on Pattern Analysis and Machine Intelligence, 29, 6, pp. 1052-1067, (2007)
  • [3] Klein G, Murray D., Parallel tracking and mapping for small AR workspaces, 6th IEEE and ACM International Symposium on Mixed and Augmented Reality, (2007)
  • [4] Mur-Artal R, Montiel J M M, Tardos J D., ORB-SLAM: A versatile and accurate monocular SLAM system, IEEE Transactions on Robotics, 31, 5, pp. 1147-1163, (2015)
  • [5] Newcombe R A, Lovegrove S J, Davison A J., DTAM: Dense tracking and mapping in real-time, International Conference on Computer Vision, (2011)
  • [6] Newcombe R A, Izadi S, Hilliges O, Et al., KinectFusion: Realtime dense surface mapping and tracking, 10th IEEE International Symposium on Mixed and Augmented Reality, (2011)
  • [7] Engel J, Schops T, Cremers D., LSD-SLAM: Large-scale direct monocular SLAM, Lecture Notes in Computer Science, 8690, pp. 834-849, (2014)
  • [8] Engel J, Koltun V, Cremers D., Direct sparse odometry, IEEE Transactions on Pattern Analysis and Machine Intelligence, 40, 3, pp. 611-625, (2018)
  • [9] Forster C, Pizzoli M, Scaramuzza D, Et al., SVO: Fast semidirect monocular visual odometry, IEEE International Conference on Robotics and Automation, (2014)
  • [10] Bonin-Font F, Ortiz A, Oliver G., Visual navigation for mobile robots: A survey, Journal of Intelligent & Robotic Systems, 53, (2008)