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.

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Conference Paper | Published | English
Abstract
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.
Publishing Year
Conference
13th European Symposium on Artificial Neural Networks
Location
Bruges, Belgium
Conference Date
2005-04-27 – 2005-04-29
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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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