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» Topological map learning from outdoor image sequences
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JFR
2006
75views more  JFR 2006»
13 years 4 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
ICRA
2008
IEEE
129views Robotics» more  ICRA 2008»
13 years 11 months ago
Incremental spectral clustering and seasons: Appearance-based localization in outdoor environments
— The problem of appearance-based mapping and navigation in outdoor environments is far from trivial. In this paper, an appearance-based topological map, covering a large, mixed ...
Christoffer Valgren, Achim J. Lilienthal
IROS
2006
IEEE
96views Robotics» more  IROS 2006»
13 years 11 months ago
Topological Mapping Inspired by Techniques in DNA Sequence Alignment
Abstract— This paper introduces a method of building topological maps using sequences of images and the approximate string matching algorithm, which is commonly used in DNA seque...
Alan M. Zhang, Lindsay Kleeman, R. Andrew Russell
IJPRAI
2008
144views more  IJPRAI 2008»
13 years 5 months ago
Unsupervised Learning of a Hierarchy of Topological Maps Using Omnidirectional Images
unsupervised construction of topological maps, which provide an abstraction of the environment in terms of visual aspects. An unsupervised clustering algorithm is used to represent...
Ales Stimec, Matjaz Jogan, Ales Leonardis
DICTA
2007
13 years 6 months ago
On the Induction of Topological Maps from Sequences of Colour Histograms
This paper presents an appearance–based method to automatically determine places from vision data for topological mapping. The approach exploits the continuity of the visual app...
Felix Werner, Joaquin Sitte, Frédéri...