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. Duch W (Ed); Lecture notes in computer science, 3696. Berlin, Heidelberg: SPRINGER-VERLAG BERLIN: 671-676.

Konferenzbeitrag | Veröffentlicht | Englisch
 
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Autor*in
Lessmann, B; Degenhard, A; Kessar, P; Pointon, L; Khazen, M; Leach, MO; Nattkemper, Tim WilhelmUniBi
Herausgeber*in
Duch, Włodzisław
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
2005
Titel des Konferenzbandes
ARTIFICIAL NEURAL NETWORKS: BIOLOGICAL INSPIRATIONS - ICANN 2005, PT 1, PROCEEDINGS
Band
3696
Seite(n)
671-676
ISBN
9783540287520
ISSN
0302-9743
Page URI
https://pub.uni-bielefeld.de/record/1601906

Zitieren

Lessmann B, Degenhard A, Kessar P, et al. SOM-based wavelet filtering for the exploration of medical images. In: Duch W, ed. ARTIFICIAL NEURAL NETWORKS: BIOLOGICAL INSPIRATIONS - ICANN 2005, PT 1, PROCEEDINGS. Lecture notes in computer science. Vol 3696. Berlin, Heidelberg: 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. In W. Duch (Ed.), Lecture notes in computer science: Vol. 3696. ARTIFICIAL NEURAL NETWORKS: BIOLOGICAL INSPIRATIONS - ICANN 2005, PT 1, PROCEEDINGS (pp. 671-676). Berlin, Heidelberg: 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, Duch, W. ed. Lecture notes in computer science, vol. 3696, (Berlin, Heidelberg: SPRINGER-VERLAG BERLIN), 671-676.
Lessmann, B., et al., 2005. SOM-based wavelet filtering for the exploration of medical images. In W. Duch, ed. ARTIFICIAL NEURAL NETWORKS: BIOLOGICAL INSPIRATIONS - ICANN 2005, PT 1, PROCEEDINGS. Lecture notes in computer science. no.3696 Berlin, Heidelberg: 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, W. Duch, ed., Lecture notes in computer science, vol. 3696, Berlin, Heidelberg: 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. In: Duch, W. (ed.) ARTIFICIAL NEURAL NETWORKS: BIOLOGICAL INSPIRATIONS - ICANN 2005, PT 1, PROCEEDINGS. Lecture notes in computer science. 3696, p. 671-676. SPRINGER-VERLAG BERLIN, Berlin, Heidelberg (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. Ed. Włodzisław Duch. Berlin, Heidelberg: SPRINGER-VERLAG BERLIN, 2005.Vol. 3696. Lecture notes in computer science. 671-676.