Neural Networks
Digital Image Processing
Computer and Robot Vision
Pattern Classification (2nd Edition)
Pattern Classification (2nd Edition)
Introduction to Autonomous Mobile Robots
Introduction to Autonomous Mobile Robots
Traversable terrain classification for outdoor autonomous robots using single 2D laser scans
Integrated Computer-Aided Engineering - Informatics in Control, Automation and Robotics
Visual detection of novel terrain via two-class classification
Proceedings of the 2009 ACM symposium on Applied Computing
Online, self-supervised vision-based terrain classification in unstructured environments
SMC'09 Proceedings of the 2009 IEEE international conference on Systems, Man and Cybernetics
IROS'09 Proceedings of the 2009 IEEE/RSJ international conference on Intelligent robots and systems
Probabilistic neural-network structure determination for pattern classification
IEEE Transactions on Neural Networks
Robotics and Autonomous Systems
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It is necessary for autonomous ground vehicles operating on outdoor terrains to identify and adapt to different terrains in order to improve their mobility and safety. This work presents a classification scheme to identify outdoor terrains and an update rule to reduce the possibility of implementing control modes based on classification inaccuracies. A laser stripe-based structured light sensor, which has a laser and infrared camera component, is used to sense terrains directly in front of the vehicle (