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Erschienen in:
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2017 | OriginalPaper | Buchkapitel

1. The Analysis of Medical Images

verfasst von : Klaus D. Toennies

Erschienen in: Guide to Medical Image Analysis

Verlag: Springer London

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Abstract

Medical images are different from other pictures in that they depict distributions of various physical features measured from the human body. They show attributes that are otherwise inaccessible. Furthermore, analysis of such images is guided by very specific expectations which gave rise to acquiring the images in the first place. This has consequences on the kind of analysis and on requirements for algorithms that carry out some or all of the analysis. Image analysis as part of the clinical workflow will be discussed in this chapter as well as the types of tools that exist to support the development and carrying out such an analysis. We will conclude with an example for the solution of an analysis task in order to illustrate important aspects for the development of methods for analyzing medical images.

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Literatur
Zurück zum Zitat Admasu F, Al-Zubi S, Toennies KD, Bodammer N, Hinrichs H (2003) Segmentation of multiple sclerosis lesions from MR brain images using the principles of fuzzy-connectedness and artificial neuron networks. In: Proceedings of international conference on image processing (ICIP 2003), pp 1081–1084 Admasu F, Al-Zubi S, Toennies KD, Bodammer N, Hinrichs H (2003) Segmentation of multiple sclerosis lesions from MR brain images using the principles of fuzzy-connectedness and artificial neuron networks. In: Proceedings of international conference on image processing (ICIP 2003), pp 1081–1084
Zurück zum Zitat Al-Zubi S, Toennies KD, Bodammer N, Hinrichs H (2002) Fusing markov random fields with anatomical knowledge and shape based analysis to segment multiple sclerosis white matter lesions in magnetic resonance images of the brain.In: Proceeding of SPIE (Medical Imaging 2002), vol 4684, pp 206–215 Al-Zubi S, Toennies KD, Bodammer N, Hinrichs H (2002) Fusing markov random fields with anatomical knowledge and shape based analysis to segment multiple sclerosis white matter lesions in magnetic resonance images of the brain.In: Proceeding of SPIE (Medical Imaging 2002), vol 4684, pp 206–215
Zurück zum Zitat Bankman IN (2008) Handbook of medical image processing and analysis, 2nd edn. Academic Press Bankman IN (2008) Handbook of medical image processing and analysis, 2nd edn. Academic Press
Zurück zum Zitat Dhawan AP (2011) Medical image analysis. IEEE Press Series on Biomedical Engineering, 2nd edn. Wiley Dhawan AP (2011) Medical image analysis. IEEE Press Series on Biomedical Engineering, 2nd edn. Wiley
Zurück zum Zitat Fedorov A, Beichel R, Kalpathy-Cramer J, Finet J, Fillion-Robin J-C, Pujol S, Bauer C, Jennings D, Fennessy F, Sonka M, Buatti J, Aylward SR, Miller JV, Pieper S, Kikinis R (2012) 3d slicer as an image computing platform for the quantitative imaging network. Magn Reson Imaging 30(9):1323–1341CrossRef Fedorov A, Beichel R, Kalpathy-Cramer J, Finet J, Fillion-Robin J-C, Pujol S, Bauer C, Jennings D, Fennessy F, Sonka M, Buatti J, Aylward SR, Miller JV, Pieper S, Kikinis R (2012) 3d slicer as an image computing platform for the quantitative imaging network. Magn Reson Imaging 30(9):1323–1341CrossRef
Zurück zum Zitat Gillies RJ, Kinahan PE, Hricak H (2015) Radiomics: images are more than pictures, they are data. Radiology 278(2):563–577CrossRef Gillies RJ, Kinahan PE, Hricak H (2015) Radiomics: images are more than pictures, they are data. Radiology 278(2):563–577CrossRef
Zurück zum Zitat Kumar V, Gu Y, Basu S, Berglund A, Eschrich SA, Schabath MB, Forster K, Aerts HJWL, Dekker A, Fenstermacher D, Goldgof DB, Hall LO, Lambin P, Balagurunathan Y, Gatenby RA, Gillies RJ (2012) Radiomics: the process and the challenges. Magn Reson Imaging 30(9):1234–1248CrossRef Kumar V, Gu Y, Basu S, Berglund A, Eschrich SA, Schabath MB, Forster K, Aerts HJWL, Dekker A, Fenstermacher D, Goldgof DB, Hall LO, Lambin P, Balagurunathan Y, Gatenby RA, Gillies RJ (2012) Radiomics: the process and the challenges. Magn Reson Imaging 30(9):1234–1248CrossRef
Zurück zum Zitat Nakamura S (2016) GNU OCTAVE primer for beginners: EZ guide to the commands and graphics, 2nd edn. CreateSpace Independent Publishing Platform Nakamura S (2016) GNU OCTAVE primer for beginners: EZ guide to the commands and graphics, 2nd edn. CreateSpace Independent Publishing Platform
Zurück zum Zitat Paragios N, Duncan J, Ayache N (2015) Handbook of biomedical imaging: methodologies and clinical research. Springer Paragios N, Duncan J, Ayache N (2015) Handbook of biomedical imaging: methodologies and clinical research. Springer
Zurück zum Zitat Preim B, Klemm P, Hauser H, Hegenscheid K, Oeltze S, Toennies KD, Völzke H (2016) Visual analytics of image-centric cohort studies in epidemiology. In: Visualization in medicine and life sciences III. Springer, pp 221–248 Preim B, Klemm P, Hauser H, Hegenscheid K, Oeltze S, Toennies KD, Völzke H (2016) Visual analytics of image-centric cohort studies in epidemiology. In: Visualization in medicine and life sciences III. Springer, pp 221–248
Zurück zum Zitat Reyes‐Aldasoro, CC (2015) Biomedical image analysis recipes in MATLAB: for life scientists and engineers. Wiley Reyes‐Aldasoro, CC (2015) Biomedical image analysis recipes in MATLAB: for life scientists and engineers. Wiley
Zurück zum Zitat Toennies KD, Gloger O, Rak M, Winkler C, Klemm P, Preim B, Völzke H (2015) Image analysis in epidemiological applications. Inf Technol 57(1):22–29 Toennies KD, Gloger O, Rak M, Winkler C, Klemm P, Preim B, Völzke H (2015) Image analysis in epidemiological applications. Inf Technol 57(1):22–29
Zurück zum Zitat Udupa JK, Samarasekera S (1996) Fuzzy connectedness and object definition: theory, algorithms, and applications in image segmentation. Graph Models Image Process 58(3):246–261CrossRef Udupa JK, Samarasekera S (1996) Fuzzy connectedness and object definition: theory, algorithms, and applications in image segmentation. Graph Models Image Process 58(3):246–261CrossRef
Metadaten
Titel
The Analysis of Medical Images
verfasst von
Klaus D. Toennies
Copyright-Jahr
2017
Verlag
Springer London
DOI
https://doi.org/10.1007/978-1-4471-7320-5_1