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.

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Konferenzbeitrag | Veröffentlicht | Englisch
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Abstract / Bemerkung
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.
Erscheinungsjahr
Titel des Konferenzbandes
ARTIFICIAL NEURAL NETWORKS: BIOLOGICAL INSPIRATIONS - ICANN 2005, PT 1, PROCEEDINGS
Band
3696
Seite
671-676
ISSN
PUB-ID

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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. SPRINGER-VERLAG BERLIN. doi:10.1007/11550822_104
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.