SOM-based wavelet filtering for the exploration of medical images

Lessmann B, Degenhard A, Kessar P, Pointon L, Khazen M, Leach MO, Nattkemper TW (2005)
In: ARTIFICIAL NEURAL NETWORKS: BIOLOGICAL INSPIRATIONS - ICANN 2005, PT 1, PROCEEDINGS. 3696. SPRINGER-VERLAG BERLIN: 671-676.

Conference Paper | Published | English

No fulltext has been uploaded

Author
; ; ; ; ; ;
Abstract
In medical image analysis there are many applications that require the definition of characteristic image features. Especially computationally generated characteristic image features have potential for the exploration of large datasets. In this work, we propose a method for investigating time series of medical images using a combination of the Discrete Wavelet Transform and the Self Organizing Map. Our approach allows relevant image information to be identified in wavelet space. This enables us to develop a filter algorithm suitable to find and extract the characteristic image features and to suppress interfering non-relevant image information.
Publishing Year
ISSN
PUB-ID

Cite this

Lessmann B, Degenhard A, Kessar P, et al. SOM-based wavelet filtering for the exploration of medical images. In: ARTIFICIAL NEURAL NETWORKS: BIOLOGICAL INSPIRATIONS - ICANN 2005, PT 1, PROCEEDINGS. Vol 3696. SPRINGER-VERLAG BERLIN; 2005: 671-676.
Lessmann, B., Degenhard, A., Kessar, P., Pointon, L., Khazen, M., Leach, M. O., & Nattkemper, T. W. (2005). SOM-based wavelet filtering for the exploration of medical images. ARTIFICIAL NEURAL NETWORKS: BIOLOGICAL INSPIRATIONS - ICANN 2005, PT 1, PROCEEDINGS, 3696, 671-676.
Lessmann, B., Degenhard, A., Kessar, P., Pointon, L., Khazen, M., Leach, M. O., and Nattkemper, T. W. (2005). “SOM-based wavelet filtering for the exploration of medical images” in ARTIFICIAL NEURAL NETWORKS: BIOLOGICAL INSPIRATIONS - ICANN 2005, PT 1, PROCEEDINGS, vol. 3696, (SPRINGER-VERLAG BERLIN), 671-676.
Lessmann, B., et al., 2005. SOM-based wavelet filtering for the exploration of medical images. In ARTIFICIAL NEURAL NETWORKS: BIOLOGICAL INSPIRATIONS - ICANN 2005, PT 1, PROCEEDINGS. no.3696 SPRINGER-VERLAG BERLIN, pp. 671-676.
B. Lessmann, et al., “SOM-based wavelet filtering for the exploration of medical images”, ARTIFICIAL NEURAL NETWORKS: BIOLOGICAL INSPIRATIONS - ICANN 2005, PT 1, PROCEEDINGS, vol. 3696, SPRINGER-VERLAG BERLIN, 2005, pp.671-676.
Lessmann, B., Degenhard, A., Kessar, P., Pointon, L., Khazen, M., Leach, M.O., Nattkemper, T.W.: SOM-based wavelet filtering for the exploration of medical images. ARTIFICIAL NEURAL NETWORKS: BIOLOGICAL INSPIRATIONS - ICANN 2005, PT 1, PROCEEDINGS. 3696, p. 671-676. SPRINGER-VERLAG BERLIN (2005).
Lessmann, B, Degenhard, A, Kessar, P, Pointon, L, Khazen, M, Leach, MO, and Nattkemper, Tim Wilhelm. “SOM-based wavelet filtering for the exploration of medical images”. ARTIFICIAL NEURAL NETWORKS: BIOLOGICAL INSPIRATIONS - ICANN 2005, PT 1, PROCEEDINGS. SPRINGER-VERLAG BERLIN, 2005.Vol. 3696. 671-676.
This data publication is cited in the following publications:
This publication cites the following data publications:

Export

0 Marked Publications

Open Data PUB

Web of Science

View record in Web of Science®

Search this title in

Google Scholar