Research on Human Body Detection and Trajectory Tracking Algorithm Based on Multi-sensor Fusion

被引:1
作者
Yu, Dianyong [1 ]
Li, Jiaxin [1 ]
Yan, Wenjian [1 ]
机构
[1] Harbin Inst Technol, State Key Lab Robot, Harbin, Peoples R China
来源
2021 5TH INTERNATIONAL CONFERENCE ON ROBOTICS AND AUTOMATION SCIENCES (ICRAS 2021) | 2021年
关键词
lidar; camera; human detection; trajectory tracking;
D O I
10.1109/ICRAS52289.2021.9476317
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
At present, most mobile robots regard the human body as a moving obstacle in the process of autonomous movement in a scene with pedestrians, and avoid the human body when planning a local path. This situation is not convenient for pedestrians, and it will also cause problems for robot navigation. In many cases, the path of the robot and the pedestrian conflicts, causing the robot to fall into a freezing (stand-by-place) posture until the pedestrian disappears from the local map of the robot. In order to solve this problem, the solution proposed in this paper adopts multi-sensor data fusion technology, uses laser scanners and depth cameras to detect pedestrians, and establishes a pedestrian motion model to realize human body recognition and motion prediction based on multisensor fusion.
引用
收藏
页码:211 / 215
页数:5
相关论文
共 8 条
[1]   Human detection using oriented histograms of flow and appearance [J].
Dalal, Navneet ;
Triggs, Bill ;
Schmid, Cordelia .
COMPUTER VISION - ECCV 2006, PT 2, PROCEEDINGS, 2006, 3952 :428-441
[2]   Sampling-based algorithms for optimal motion planning [J].
Karaman, Sertac ;
Frazzoli, Emilio .
INTERNATIONAL JOURNAL OF ROBOTICS RESEARCH, 2011, 30 (07) :846-894
[3]  
Mitzel D, 2013, CLOSE RANGE HUMAN DE
[4]  
Mozos OM, 2005, IEEE INT CONF ROBOT, P1730
[5]  
Rafieisakhaei M, 2015, FEEDBACK MOTION PLAN
[6]   Visual tracking using color cameras and time-of-flight range imaging sensors [J].
Sabeti, Leila ;
Parvizi, Ehsan ;
Wu, Q.M. Jonathan .
Journal of Multimedia, 2008, 3 (02) :28-36
[7]  
Weerakoon T, 2015, INT CONF IND INF SYS, P326, DOI 10.1109/ICIINFS.2015.7399032
[8]  
Yulianti L., 2012, 2012 7th International Conference on Telecommunications, Systems, Services, and Applications (TSSA 2012), P294, DOI 10.1109/TSSA.2012.6366071