Adaptive scene-dependent filters in online learning environments

Götting M, Steil JJ, Wersing H, Körner E, Ritter H (2006)
In: New issues in neurocomputing. 13th European Symposium on Artificial Neural Networks 2005. 101-106.

Konferenzbeitrag | Veröffentlicht | Englisch
 
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Abstract / Bemerkung
In this paper we propose the Adaptive Scene Dependent Filters (ASDF) to enhance the online learning capabilities of an object recognition system in real-world scenes. The ASDF method proposed extends the idea of unsupervised segmentation to a flexible, highly dynamic image segmentation architecture. We combine unsupervised segmentation to define coherent groups of pixels with a recombination step using top-down information to determine which segments belong together to the object. We show the successful application of this approach to online learning in cluttered environments.
Stichworte
CoR-Lab Publication
Erscheinungsjahr
2006
Titel des Konferenzbandes
New issues in neurocomputing. 13th European Symposium on Artificial Neural Networks 2005
Seite(n)
101-106
Konferenz
13th European Symposium on Artificial Neural Networks
Konferenzort
Bruges, Belgium
Konferenzdatum
2005-04-27 – 2005-04-29
Page URI
https://pub.uni-bielefeld.de/record/2142151

Zitieren

Götting M, Steil JJ, Wersing H, Körner E, Ritter H. Adaptive scene-dependent filters in online learning environments. In: New issues in neurocomputing. 13th European Symposium on Artificial Neural Networks 2005. 2006: 101-106.
Götting, M., Steil, J. J., Wersing, H., Körner, E., & Ritter, H. (2006). Adaptive scene-dependent filters in online learning environments. New issues in neurocomputing. 13th European Symposium on Artificial Neural Networks 2005, 101-106.
Götting, M., Steil, J. J., Wersing, H., Körner, E., and Ritter, H. (2006). “Adaptive scene-dependent filters in online learning environments” in New issues in neurocomputing. 13th European Symposium on Artificial Neural Networks 2005 101-106.
Götting, M., et al., 2006. Adaptive scene-dependent filters in online learning environments. In New issues in neurocomputing. 13th European Symposium on Artificial Neural Networks 2005. pp. 101-106.
M. Götting, et al., “Adaptive scene-dependent filters in online learning environments”, New issues in neurocomputing. 13th European Symposium on Artificial Neural Networks 2005, 2006, pp.101-106.
Götting, M., Steil, J.J., Wersing, H., Körner, E., Ritter, H.: Adaptive scene-dependent filters in online learning environments. New issues in neurocomputing. 13th European Symposium on Artificial Neural Networks 2005. p. 101-106. (2006).
Götting, Michael, Steil, Jochen J., Wersing, Heiko, Körner, Edgar, and Ritter, Helge. “Adaptive scene-dependent filters in online learning environments”. New issues in neurocomputing. 13th European Symposium on Artificial Neural Networks 2005. 2006. 101-106.
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OA Open Access
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2019-09-06T08:57:32Z
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8059ab2b1da92acb898e9bc992f3bb44

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