Semi-automatic acquisition and labeling of image data using SOMs

Heidemann G, Saalbach A, Ritter H (2003)
In: ESANN'2003 proceedings - European Symposium on Artificial Neural Networks. Bruges, Belgium: d-side publications: 503-508.

Conference Paper | Published | English

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Abstract
Application of neural networks for real world object recognition suffers from the need to acquire large quantities of labelled image data. We propose a solution that acquires images from a domain at random and structures the data in two steps: Data driven mechanisms extract windows of interest, which are clustered by a SOM. Regions of the SOM in which objects form clusters serve as "suggestions" for categories. An interactive visualisation of the SOM combined with distance measures allows the user to determine classes and build training sets. By this means, large labelled data sets for a neural classifier can be easily generated.
Publishing Year
Conference
11th European Symposium on Artificial Neural Networks,
Location
Bruges, Belgium
Conference Date
2003-04-23 – 2003-04-26
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Heidemann G, Saalbach A, Ritter H. Semi-automatic acquisition and labeling of image data using SOMs. In: ESANN'2003 proceedings - European Symposium on Artificial Neural Networks. Bruges, Belgium: d-side publications; 2003: 503-508.
Heidemann, G., Saalbach, A., & Ritter, H. (2003). Semi-automatic acquisition and labeling of image data using SOMs. ESANN'2003 proceedings - European Symposium on Artificial Neural Networks, 503-508.
Heidemann, G., Saalbach, A., and Ritter, H. (2003). “Semi-automatic acquisition and labeling of image data using SOMs” in ESANN'2003 proceedings - European Symposium on Artificial Neural Networks (Bruges, Belgium: d-side publications), 503-508.
Heidemann, G., Saalbach, A., & Ritter, H., 2003. Semi-automatic acquisition and labeling of image data using SOMs. In ESANN'2003 proceedings - European Symposium on Artificial Neural Networks. Bruges, Belgium: d-side publications, pp. 503-508.
G. Heidemann, A. Saalbach, and H. Ritter, “Semi-automatic acquisition and labeling of image data using SOMs”, ESANN'2003 proceedings - European Symposium on Artificial Neural Networks, Bruges, Belgium: d-side publications, 2003, pp.503-508.
Heidemann, G., Saalbach, A., Ritter, H.: Semi-automatic acquisition and labeling of image data using SOMs. ESANN'2003 proceedings - European Symposium on Artificial Neural Networks. p. 503-508. d-side publications, Bruges, Belgium (2003).
Heidemann, Gunther, Saalbach, Axel, and Ritter, Helge. “Semi-automatic acquisition and labeling of image data using SOMs”. ESANN'2003 proceedings - European Symposium on Artificial Neural Networks. Bruges, Belgium: d-side publications, 2003. 503-508.
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