Multiscale analysis of MR-mammography

Lessmann B, Nattkemper TW, Kessar P, Pointon L, Khazen M, Leach MO, Degenhard A (2007)
ZEITSCHRIFT FUR MEDIZINISCHE PHYSIK 17(3): 166-171.

Journal Article | Published | English

No fulltext has been uploaded

Author
; ; ; ; ; ;
Abstract
In this work we propose a method for automatically discriminating between different types of tissue in MR mammography datasets. This is accomplished by employing a wavelet-based multiscale analysis. After the data has been wavelet-transformed unsupervised machine learning methods are employed to identify typical patterns in the wavelet domain. To demonstrate the potential of the proposed approach we apply a filtering procedure that extracts the wavelet-based image information related to tumour tissue. In this way we obtain a robust segmentation of suspicious tissue in the MR image.
Publishing Year
ISSN
PUB-ID

Cite this

Lessmann B, Nattkemper TW, Kessar P, et al. Multiscale analysis of MR-mammography. ZEITSCHRIFT FUR MEDIZINISCHE PHYSIK. 2007;17(3):166-171.
Lessmann, B., Nattkemper, T. W., Kessar, P., Pointon, L., Khazen, M., Leach, M. O., & Degenhard, A. (2007). Multiscale analysis of MR-mammography. ZEITSCHRIFT FUR MEDIZINISCHE PHYSIK, 17(3), 166-171.
Lessmann, B., Nattkemper, T. W., Kessar, P., Pointon, L., Khazen, M., Leach, M. O., and Degenhard, A. (2007). Multiscale analysis of MR-mammography. ZEITSCHRIFT FUR MEDIZINISCHE PHYSIK 17, 166-171.
Lessmann, B., et al., 2007. Multiscale analysis of MR-mammography. ZEITSCHRIFT FUR MEDIZINISCHE PHYSIK, 17(3), p 166-171.
B. Lessmann, et al., “Multiscale analysis of MR-mammography”, ZEITSCHRIFT FUR MEDIZINISCHE PHYSIK, vol. 17, 2007, pp. 166-171.
Lessmann, B., Nattkemper, T.W., Kessar, P., Pointon, L., Khazen, M., Leach, M.O., Degenhard, A.: Multiscale analysis of MR-mammography. ZEITSCHRIFT FUR MEDIZINISCHE PHYSIK. 17, 166-171 (2007).
Lessmann, Birgit, Nattkemper, Tim Wilhelm, Kessar, Preminda, Pointon, Linda, Khazen, Michael, Leach, Martin O., and Degenhard, Andreas. “Multiscale analysis of MR-mammography”. ZEITSCHRIFT FUR MEDIZINISCHE PHYSIK 17.3 (2007): 166-171.
This data publication is cited in the following publications:
This publication cites the following data publications:

20 References

Data provided by Europe PubMed Central.


Heywang-Koebrunner, 1996
A review of wavelets in biomedical applications
Unser, Proceedings of the IEEE 84(4), 1996
Wavelets in temporal and spatial processing of biomedical images.
Laine AF., Annu Rev Biomed Eng 2(), 2000
PMID: 11701522
Bilateral symmetry analysis of breast MRI.
Alterson R, Plewes DB., Phys Med Biol 48(20), 2003
PMID: 14620067
Neural network-based analysis of MR time series.
Fischer H, Hennig J., Magn Reson Med 41(1), 1999
PMID: 10025619
Tumour feature analysis with unsupervised machine learning
Nattkemper, Medical Image Analysis - Special Issue 9(4), 2005
Classification of signal-time curves from dynamic MR mammography by neural networks.
Lucht RE, Knopp MV, Brix G., Magn Reson Imaging 19(1), 2001
PMID: 11295347
Neural network-based segmentation of dynamic MR mammographic images.
Lucht R, Delorme S, Brix G., Magn Reson Imaging 20(2), 2002
PMID: 12034335
Detection of suspicious lesions in dynamic contrast-enhanced MRI data
Twellmann, 2004

AUTHOR UNKNOWN, 0
Characterization of signals from multiscale edges
Mallat, IEEE Trans Patt Anal Machine Intell 14(), 1992

AUTHOR UNKNOWN, 0

AUTHOR UNKNOWN, 0

Kohonen, 1995
Clustering approach for wavelet transformed MR image data
Lessmann, 2005
The JPEG2000 still image coding system: an overview
Christopoulos, IEEE Transactions on Consumer Electronics 46(), 2000

AUTHOR UNKNOWN, 0

Export

0 Marked Publications

Open Data PUB

Web of Science

View record in Web of Science®

Sources

PMID: 17879813
PubMed | Europe PMC

Search this title in

Google Scholar