Person tracking and following with 2D laser scanners

作者: Angus Leigh , Joelle Pineau , Nicolas Olmedo , Hong Zhang

DOI: 10.1109/ICRA.2015.7139259

关键词: Artificial intelligenceEngineeringRobot operating systemRobot controlMobile robotComputer visionTracking (particle physics)Human–computer interactionSoftwareRobotLaser dataWheelchair

摘要: Having accurate knowledge of the positions people around a robot provides rich, objective and quantitative data that can be highly useful for wide range tasks, including autonomous person following. The primary this research is to promote development robust, repeatable transferable software robots automatically detect, track follow in their environment. work strongly motivated by need such functionality onboard an intelligent power wheelchair designed assist with mobility impairments. In paper we propose new algorithm robust detection, tracking following from laser data. We show approach effective various environments, both indoor outdoor, on different platforms (the Clearpath Husky). method has been implemented Robot Operating System (ROS) framework will publicly released as ROS package. also describe release several datasets standardized evaluation similar algorithms.

参考文章(25)
Kai O. Arras, Boris Lau, Slawomir Grzonka, Matthias Luber, Oscar Martinez Mozos, Daniel Meyer-Delius, Wolfram Burgard, Range-Based People Detection and Tracking for Socially Enabled Service Robots Towards Service Robots for Everyday Environments. pp. 235- 280 ,(2012) , 10.1007/978-3-642-25116-0_18
Matthias Luber, Kai Arras, Multi-Hypothesis Social Grouping and Tracking for Mobile Robots robotics science and systems. ,vol. 09, ,(2013) , 10.15607/RSS.2013.IX.001
Samuel S. Blackman, Robert Populi, Design and Analysis of Modern Tracking Systems ,(1999)
Nicolas A Olmedo, Hong Zhang, Michael Lipsett, None, Mobile robot system architecture for people tracking and following applications 2014 IEEE International Conference on Robotics and Biomimetics (ROBIO 2014). pp. 825- 830 ,(2014) , 10.1109/ROBIO.2014.7090434
E.A. Topp, H.I. Christensen, Tracking for following and passing persons intelligent robots and systems. pp. 2321- 2327 ,(2005) , 10.1109/IROS.2005.1544961
Akansel Cosgun, Dinei A. Florencio, Henrik I. Christensen, Autonomous person following for telepresence robots 2013 IEEE International Conference on Robotics and Automation. pp. 4335- 4342 ,(2013) , 10.1109/ICRA.2013.6631191
Armando Pesenti Gritti, Oscar Tarabini, Jérôme Guzzi, Gianni A Di Caro, Vincenzo Caglioti, Luca M Gambardella, Alessandro Giusti, None, Kinect-based people detection and tracking from small-footprint ground robots intelligent robots and systems. pp. 4096- 4103 ,(2014) , 10.1109/IROS.2014.6943139
Pavlina Konstantinova, Alexander Udvarev, Tzvetan Semerdjiev, A study of a target tracking algorithm using global nearest neighbor approach computer systems and technologies. pp. 290- 295 ,(2003) , 10.1145/973620.973668
Dirk Schulz, Wolfram Burgard, Dieter Fox, Armin B. Cremers, People Tracking with Mobile Robots Using Sample-Based Joint Probabilistic Data Association Filters The International Journal of Robotics Research. ,vol. 22, pp. 99- 116 ,(2003) , 10.1177/0278364903022002002
Dahlia Kairy, Paula Rushton, Philippe Archambault, Evelina Pituch, Caryne Torkia, Anas El Fathi, Paula Stone, François Routhier, Robert Forget, Louise Demers, Joelle Pineau, Richard Gourdeau, Exploring Powered Wheelchair Users and Their Caregivers’ Perspectives on Potential Intelligent Power Wheelchair Use: A Qualitative Study International Journal of Environmental Research and Public Health. ,vol. 11, pp. 2244- 2261 ,(2014) , 10.3390/IJERPH110202244