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Multiple player detection and tracking method using a laser range finder for a robot that plays with human
- Source :
- ROBOMECH Journal, Vol 5, Iss 1, Pp 1-15 (2018)
- Publication Year :
- 2018
- Publisher :
- SpringerOpen, 2018.
-
Abstract
- We are developing a robot that can play an outdoor game with children. In realizing such a robot, the person detection and tracking methods play an important role. In this paper, we propose methods for improving person detection and tracking using a laser range finder (LRF). A problem facing player detection using an LRF during play is that detection of a player’s body sometimes fails because of the posture of the player. Thus, we propose two improvements of the conventional person detection algorithm. One is to determine the body boundary when an arm overlaps the body, and the other is to choose the most probable object as the body among the detected objects. Another problem is how to track players who are hidden by other players. We introduce a new algorithm to robustly track a player even when the player is behind other players. We conducted three experiments. In the first experiment, we investigate the performance improvement by the proposed player detection algorithm. The second experiment proves that the proposed player-tracking algorithm can robustly track a player even after the LRF has lost that player. In the last experiment, we conduct the game Darumasan ga Koronda using the developed system and confirm that the system can perform the game without large problems.
- Subjects :
- 0209 industrial biotechnology
Control and Optimization
lcsh:T55.4-60.8
Computer science
lcsh:Machine design and drawing
lcsh:Mechanical engineering and machinery
lcsh:Automation
lcsh:Control engineering systems. Automatic machinery (General)
Boundary (topology)
Computational intelligence
02 engineering and technology
Tracking (particle physics)
lcsh:Technology
Darumasan ga koronda
lcsh:TJ212-225
020901 industrial engineering & automation
Artificial Intelligence
Mobile robot
lcsh:Technology (General)
0202 electrical engineering, electronic engineering, information engineering
lcsh:Industrial engineering. Management engineering
Computer vision
lcsh:TJ1-1570
lcsh:T59.5
Instrumentation
Laser range finder
lcsh:T58.5-58.64
business.industry
lcsh:T
lcsh:Information technology
Mechanical Engineering
ComputingMilieux_PERSONALCOMPUTING
Mechatronics
Object (computer science)
lcsh:TJ227-240
Modeling and Simulation
Robot
lcsh:T1-995
020201 artificial intelligence & image processing
Artificial intelligence
Performance improvement
business
Subjects
Details
- Language :
- English
- ISSN :
- 21974225
- Volume :
- 5
- Issue :
- 1
- Database :
- OpenAIRE
- Journal :
- ROBOMECH Journal
- Accession number :
- edsair.doi.dedup.....a21e8ae361b39588d2462a24bd1c1cab