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JFR
2006
75views more  JFR 2006»
13 years 7 months ago
Topological map learning from outdoor image sequences
We propose an approach to building topological maps of environments based on image sequences. The central idea is to use manifold constraints to find representative feature protot...
Xuming He, Richard S. Zemel, Volodymyr Mnih
JFR
2006
72views more  JFR 2006»
13 years 7 months ago
KAT-5: Robust systems for autonomous vehicle navigation in challenging and unknown terrain
Kat-5 was the fourth vehicle to make history in DARPA's 2005 Grand Challenge, where for the first time ever, autonomous vehicles were able to travel through 100 miles of roug...
Paul G. Trepagnier, Jorge Nagel, Powell M. Kinney,...
JFR
2006
77views more  JFR 2006»
13 years 7 months ago
Learning from examples in unstructured, outdoor environments
In this paper, we present a multi-pronged approach to the "Learning from Example" problem. In particular, we present a framework for integrating learning into a standard...
Jie Sun, Tejas R. Mehta, David Wooden, Matthew Pow...
JFR
2006
88views more  JFR 2006»
13 years 7 months ago
Discovering natural kinds of robot sensory experiences in unstructured environments
We derive categories directly from robot sensor data to address the symbol grounding problem. Unlike model-based approaches where human intuitive correspondences are sought betwee...
Daniel H. Grollman, Odest Chadwicke Jenkins, Frank...
JFR
2006
109views more  JFR 2006»
13 years 7 months ago
Alice: An information-rich autonomous vehicle for high-speed desert navigation
This paper describes the implementation and testing of Alice, the California Institute of Technology's entry in the 2005 DARPA Grand Challenge. Alice utilizes a highly networ...
Lars B. Cremean, Tully B. Foote, Jeremy H. Gillula...