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Moving Obstacles Detection and Camera Pointing for Mobile Robot Applications
- Source :
- Proceedings of the 3rd International Conference on Mechatronics and Robotics Engineering, ICMRE 2017 2017 3rd International Conference on Mechatronics and Robotics Engineering, ICMRE 2017 2017 3rd International Conference on Mechatronics and Robotics Engineering, Feb 2017, Paris, France. 6p., ⟨10.1145/3068796.3068816⟩, ICMRE
- Publication Year :
- 2017
- Publisher :
- HAL CCSD, 2017.
-
Abstract
- International audience; Perception is one of the most important tasks for safe navigation of autonomous mobile robots in outdoor environments that are dynamic and unknown. This paper presents a real time system for detection and classification of dynamic objects using a 2D laser range finder (2D LRF) and a moving camera mounted on the mobile robot. An occupancy grid based detection is implemented using 2D LRF and moving objects are iteratively extracted from the global occupancy grid. A visual classification system is developed using HOG features and AdaBoost as learning process. Dynamic objects detection and visual classification results are coupled to point moving camera on the specified target (specified by mission supervisor) and to identify it. Finally, real time experiments results on the mobile robot in two different scenarios are presented.
- Subjects :
- 050210 logistics & transportation
Occupancy grid mapping
Supervisor
Computer science
business.industry
05 social sciences
Process (computing)
Mobile robot
moving objects detection
02 engineering and technology
Occupancy grid
Range (mathematics)
0502 economics and business
classification and pedestrian detection
0202 electrical engineering, electronic engineering, information engineering
[INFO.INFO-RB]Computer Science [cs]/Robotics [cs.RO]
020201 artificial intelligence & image processing
Computer vision
Point (geometry)
visual
[INFO]Computer Science [cs]
AdaBoost
Artificial intelligence
business
Real-time operating system
Subjects
Details
- Language :
- English
- Database :
- OpenAIRE
- Journal :
- Proceedings of the 3rd International Conference on Mechatronics and Robotics Engineering, ICMRE 2017 2017 3rd International Conference on Mechatronics and Robotics Engineering, ICMRE 2017 2017 3rd International Conference on Mechatronics and Robotics Engineering, Feb 2017, Paris, France. 6p., ⟨10.1145/3068796.3068816⟩, ICMRE
- Accession number :
- edsair.doi.dedup.....a4eb4db6c01adc2b93f7bad50ca07a54
- Full Text :
- https://doi.org/10.1145/3068796.3068816⟩