Visualization & Exploration of Perfusion Data

Perfusion data are dynamic medical image data which characterize the regional blood flow in tissue. We focus on the visualization and exploration of perfusion data for diagnostic purposes in three major application areas: ischemic stroke diagnosis, breast tumor diagnosis and the diagnosis of coronary heart disease.

For a reliable diagnosis, the multi-dimensional space of perfusion parameters needs to be explored. Therefore, we aim at different exploration and visualization techniques for an improved diagnosis. Furthermore, visual analytics approaches have been developed and integrated in the diagnosis frameworks.

During the evaluation of perfusion data, clustering is often carried out to reduce the influence of noise or image artifacts when analyzing the temporal variation of the tissue's signal intensity values. Thus, the exploration of perfusion data comprises the adaption of clustering methods as well as the evaluation of these clustering methods based on an automatic classification into benign and malignant tumors.

This project was a subproject of the DFG funded Scalable Visual Analytics priority programme.

For Interested Students

If you are interested in working in this versatile and challenging topic feel free to visit our student offers subpage or contact us directly (see below). We offer “Hiwi”-jobs as well as “Laborpraktika / IT-Projekte” and various topics for your Bachelor or Master's Thesis/Diploma.

Contact

Name Dr.-Ing. Sylvia Glaßer
Dr.-Ing. Steffen Oeltze-Jafra
Adress Otto-von-Guericke-Universität Magdeburg
Fakultät für Informatik / ISG, PSF 4120
39016 Magdeburg
Phone (+49-391) 67-5 25 27
Fax (+49 391) 67-1 11 64

Images

Publications


Sylvia Glaßer, Sophie Roscher, Bernhard Preim
Bildverarbeitung für die Medizin (BVM), pp. 198-203, 2014
BIBTeX
@INPROCEEDINGS{Glasser_2014_BVM,
author = {Sylvia Glaßer and Sophie Roscher and Bernhard Preim},
title = {{Adapted Spectral Clustering for Evaluation and Classification of
DCE-MRI Breast Tumors}},
booktitle = {{Bildverarbeitung für die Medizin (BVM)}},
year = {2014},
pages = {198--203},
owner = {glasser},
timestamp = {2014.01.01}
}
Sylvia Glaßer, Kai Lawonn, Bernhard Preim
In Proc. of Conference on Computer Graphics Theory and Applications (VISIGRAPP/GRAPP), pp. 169-176, 2014
BIBTeX
Media
@INPROCEEDINGS{Glasser_2014_GRAPP,
author = {Sylvia Glaßer and Kai Lawonn and Bernhard Preim},
title = {{Visualization of 3D Cluster Results for Medical Tomographic Image
Data}},
booktitle = {{In Proc. of Conference on Computer Graphics Theory and Applications
(VISIGRAPP/GRAPP)}},
year = {2014},
pages = {169--176},
owner = {glasser},
timestamp = {2014.01.01}
}
Video of 3D Cluster View
Overview of the 3D Clustering Visualization
Claire Chalopin, Steffen Oeltze, Bernhard Preim, Andreas Müns, Jürgen Meixensberger, Dirk Lindner
12. Jahrestagung der Deutschen Gesellschaft für Computer- und Roboter Assistierte Chirurgie, pp. 198-202, 2013
BIBTeX
@INPROCEEDINGS{Chalopin_2013_CURAC,
author = {Claire Chalopin and Steffen Oeltze and Bernhard Preim and Andreas
Müns and Jürgen Meixensberger and Dirk Lindner},
title = {{Method for the Evaluation of US Perfusion for Brain Tumor Surgery}},
booktitle = {{12. Jahrestagung der Deutschen Gesellschaft für Computer- und Roboter
Assistierte Chirurgie}},
year = {2013},
pages = {198--202},
address = {Innsbruck},
month = {28.-30.11.2013},
owner = {schumann},
timestamp = {2014.01.02}
}
Sylvia Glaßer, Uli Niemann, Uta Preim, Myra Spiliopoulou, Bernhard Preim
Bildverarbeitung für die Medizin (BVM), pp. 45-50, 2013
BIBTeX
@INPROCEEDINGS{Glasser_2013_BVM,
author = {Sylvia Glaßer and Uli Niemann and Uta Preim and Myra Spiliopoulou
and Bernhard Preim},
title = {{Classification of Benign and Malignant DCE-MRI Breast Tumors by
Analyzing the Most Suspect Region}},
booktitle = {{Bildverarbeitung für die Medizin (BVM)}},
year = {2013},
pages = {45--50},
owner = {schumann},
timestamp = {2013.02.11}
}
Sylvia Glaßer, Uli Niemann, Bernhard Preim, Myra Spiliopoulou
Proc. of Symposium on Computer-Based Medical Systems (CBMS), pp. 59-64, 2013
BIBTeX
@INPROCEEDINGS{Glasser_2013_CBMS,
author = {Sylvia Glaßer and Uli Niemann and Bernhard Preim and Myra Spiliopoulou},
title = {{Can we Distinguish Between Benign and Malignant Breast Tumors in
DCE-MRI by Studying a Tumors Most Suspect Region Only?}},
booktitle = {{Proc. of Symposium on Computer-Based Medical Systems (CBMS)}},
year = {2013},
pages = {59-64},
owner = {schumann},
timestamp = {2013.05.24}
}
Sylvia Glaßer, Steffen Oeltze, Uta Preim, Atle Bjornerud, Helwig Hauser, Bernhard Preim
Proc. of the SPIE Medical Imaging, pp. 86700-, 2013
BIBTeX
@INPROCEEDINGS{Glasser_2013_SPIE,
author = {Sylvia Glaßer and Steffen Oeltze and Uta Preim and Atle Bjornerud
and Helwig Hauser and Bernhard Preim},
title = {{Visual analysis of longitudinal brain tumor perfusion}},
booktitle = {{Proc. of the SPIE Medical Imaging}},
year = {2013},
pages = {86700Z},
owner = {glasser},
timestamp = {2013.02.11}
}
Sylvia Glaßer, Kathrin Scheil, Uta Preim, Bernhard Preim
Bildverabeitung für die Medizin (BVM), pp. 314-318, 2011
BIBTeX
@INPROCEEDINGS{Glasser_2011_BVM,
author = {Sylvia Glaßer and Kathrin Scheil and Uta Preim and Bernhard Preim},
title = {{The File-Card-Browser View for Breast DCE-MRI Data}},
booktitle = {{Bildverabeitung für die Medizin (BVM)}},
year = {2011},
pages = {314--318},
address = {Lübeck},
month = {20.-22. März},
keywords = {BVM},
owner = {schumann},
timestamp = {2011.02.07}
}
Sebastian Schäfer, Uta Preim, Sylvia Glaßer, Bernhard Preim, Klaus D. Tönnies
Annals of the BMVA, 3, pp. 1-13, 2011
BIBTeX
@ARTICLE{Schaefer_2011_BMVA,
author = {Sebastian Schäfer and Uta Preim and Sylvia Glaßer and Bernhard Preim
and Klaus D. Tönnies},
title = {{Local similarity measures for lesion registration in DCE-MRI of
the breast}},
journal = {{Annals of the BMVA}},
year = {2011},
volume = {3},
pages = {1--13},
month = {Dec},
owner = {schumann},
timestamp = {2012.02.16}
}
Sylia Glaßer, Uta Preim, Klaus D. Tönnies, Bernhard Preim
Computer and Graphics, 34(5), pp. 602-611, 2010
BIBTeX
@ARTICLE{Glasser_2010_CG,
author = {Sylia Glaßer and Uta Preim and Klaus D. Tönnies and Bernhard Preim},
title = {{A visual analytics approach to diagnosis of breast DCE-MRI data}},
journal = {{Computer and Graphics}},
year = {2010},
volume = {34(5)},
pages = {602--611},
keywords = {CG,d},
owner = {schumann},
timestamp = {2010.08.24}
}
Bernhard Preim, Steffen Oeltze, Klaus D. Tönnies
Informatik Spektrum, 33(6), pp. 569-579, 2010
BIBTeX
@ARTICLE{Preim_2010_SPEKTRUM,
author = {Bernhard Preim and Steffen Oeltze and Klaus D. Tönnies},
title = {{Visuelle Analyse medizinischer Daten}},
journal = {{Informatik Spektrum}},
year = {2010},
volume = {33(6)},
pages = {569--579},
keywords = {SPEKTRUM,d},
owner = {schumann},
timestamp = {2010.11.23}
}
Sylvia Glaßer, Sebastian Schäfer, Steffen Oeltze, Uta Preim, Klaus-Dietz Tönnies, Bernhard Preim
Proc. of Vision Modeling and Visualization (VMV), pp. 351-362, 2009
BIBTeX
@INPROCEEDINGS{Glasser_2009_VMV,
author = {Sylvia Glaßer and Sebastian Schäfer and Steffen Oeltze and Uta Preim
and Klaus-Dietz Tönnies and Bernhard Preim},
title = {{A Visual Analytics Approach to Diagnosis of Breast DCE-MRI Data}},
booktitle = {{Proc. of Vision, Modeling, and Visualization (VMV)}},
year = {2009},
pages = {351--362},
address = {Braunschweig},
month = {November},
keywords = {VMV,d},
owner = {schumann},
timestamp = {2009.10.23}
}
Steffen Oeltze, Helwig Hauser, Jarle Rorvik, Arvid Lundervold, Bernhard Preim
Proc. of the 6th International Symposium on Image and Signal Processing and Analysis (ISPA), pp. 588-595, 2009
BIBTeX
@INPROCEEDINGS{Oeltze_2009_ISPA,
author = {Steffen Oeltze and Helwig Hauser and Jarle Rorvik and Arvid Lundervold
and Bernhard Preim},
title = {{Visual Analysis of Cerebral Perfusion Data -- Four Interactive Approaches
and a Comparison}},
booktitle = {{Proc. of the 6th International Symposium on Image and Signal Processing
and Analysis (ISPA)}},
year = {2009},
pages = {588--595},
keywords = {ISPA,d},
owner = {schumann},
timestamp = {2009.09.21}
}
Bernhard Preim, Steffen Oeltze, Matej Mlejnek, Eduard Gröller, Anja Hennemuth, Sarah Behrens
IEEE Transactions on Visualization and Computer Graphics, 15(2), pp. 205-220, 2009
BIBTeX
@ARTICLE{Preim_2009_TVCG,
author = {Bernhard Preim and Steffen Oeltze and Matej Mlejnek and Eduard Gröller
and Anja Hennemuth and Sarah Behrens},
title = {{Survey of the Visual Exploration and Analysis of Perfusion Data}},
journal = {{IEEE Transactions on Visualization and Computer Graphics}},
year = {2009},
volume = {15(2)},
pages = {205--220},
month = {Apr/Mai},
keywords = {TVCG,d},
owner = {schumann},
timestamp = {2009.03.06}
}
Anja Hennemuth, Achim Seeger, Ola Friman, Stephan Miller, Bernhard Klumpp, Steffen Oeltze, Heinz-Otto Peitgen
IEEE Transactions on Medical Imaging, 27(11), pp. 1592-1610, 2008
BIBTeX
@ARTICLE{Hennemuth_2008_TMI,
author = {Anja Hennemuth and Achim Seeger and Ola Friman and Stephan Miller
and Bernhard Klumpp and Steffen Oeltze and Heinz-Otto Peitgen},
title = {{A Comprehensive Approach to the Analysis of Contrast Enhanced Cardiac
MR Images}},
journal = {{IEEE Transactions on Medical Imaging}},
year = {2008},
volume = {27(11)},
pages = {1592--1610},
number = {11},
month = {November},
keywords = {TMI,d},
owner = {schumann},
timestamp = {2008.11.28}
}
Anja Hennemuth, Andreas Mahnken, Caroline Kühnel, Steffen Oeltze, Heinz-Otto Peitgen
VCBM, pp. 1-10, 2008
BIBTeX
@INPROCEEDINGS{Hennemuth_2008_VCBM,
author = {Anja Hennemuth and Andreas Mahnken and Caroline Kühnel and Steffen
Oeltze and Heinz-Otto Peitgen},
title = {{CT Late Enhancement Segmentation for the Combined Analysis of Coronary
Arteries and Myocardial Viability}},
booktitle = {{VCBM}},
year = {2008},
pages = {1--10},
keywords = {VCBM,d},
owner = {schumann},
timestamp = {2008.10.08}
}
C. Kuehnel, A. Hennemuth, S. Oeltze, T. Boskam, H.-O. Peitgen
Proc. of SPIE Conference on Medical Image Computing, in print, 2008
BIBTeX
@INPROCEEDINGS{Kuehnel_2008_SPIE,
author = {C. Kuehnel and A. Hennemuth and S. Oeltze and T. Boskam and H.-O.
Peitgen},
title = {{Enhanced Cardio Vascular Image Analysis by Combined Representation
of Results from Dynamic MRI and Anatomic CTA}},
booktitle = {{Proc. of SPIE Conference on Medical Image Computing}},
year = {2008},
keywords = {SPIE,d},
owner = {schumann},
timestamp = {2008.01.22}
}
Philipp Muigg, Johannes Kehrer, Steffen Oeltze, Harald Piringer, Helmut Doleisch, Bernhard Preim, Helwig Hauser
Computer Graphics Forum (EuroVis), 27 (3), pp. 775-782, 2008
BIBTeX
@ARTICLE{Muigg_2008_Eurovis,
author = {Philipp Muigg and Johannes Kehrer and Steffen Oeltze and Harald Piringer
and Helmut Doleisch and Bernhard Preim and Helwig Hauser},
title = {{A Four-level Focus+Context Approach to Interactive Visual -- Analysis
of Temporal Features in Large Scientific Data}},
journal = {{Computer Graphics Forum (EuroVis)}},
year = {2008},
volume = {27 (3)},
pages = {775--782},
keywords = {Eurovis,d},
owner = {schumann},
timestamp = {2008.08.22}
}
Steffen Oeltze, Arvid Malyszczyk, Bernhard Preim
Bildverarbeitung für die Medizin (BVM), pp. 262-266, 2008
BIBTeX
@INPROCEEDINGS{Oeltze_2008_BVM,
author = {Steffen Oeltze and Arvid Malyszczyk and Bernhard Preim},
title = {{Intuitive Mapping of Perfusion Parameters to Glyph Shape}},
booktitle = {{Bildverarbeitung für die Medizin (BVM)}},
year = {2008},
editor = {T. Tolxdorff and J. Braun and T.M. Deserno and H. Handels and A.
Horsch and H.-P. Meinzer},
series = {Informatik aktuell},
pages = {262--266},
keywords = {BVM,d},
owner = {schumann},
timestamp = {2007.12.12}
}
Steffen Oeltze, Anja Hennemuth, Sylvia Glaßer, Caroline Kühnel, Bernhard Preim
VCBM, pp. 11-20, 2008
BIBTeX
Media
@INPROCEEDINGS{Oeltze_2008_VCBM,
author = {Steffen Oeltze and Anja Hennemuth and Sylvia Glaßer and Caroline
Kühnel and Bernhard Preim},
title = {{Glyph-Based Visualization of Myocardial Perfusion Data and Enhancement
with Contractility and Viability Information}},
booktitle = {{VCBM}},
year = {2008},
pages = {11--20},
keywords = {VCBM,d},
owner = {schumann},
timestamp = {2008.09.03}
}
Glyphs for encoding myocardial perfusion in 3D
Video illustrating the development and application of glyphs to encoding
Bernhard Preim, Steffen Oeltze, Matej Mlejnek, Eduard Gröller, Anja Hennemuth, Sarah Behrens
IEEE Transactions on Visualization and Graphics, in print, 2008
BIBTeX
@INPROCEEDINGS{Preim_2008_IEEE,
author = {Bernhard Preim and Steffen Oeltze and Matej Mlejnek and Eduard Gröller
and Anja Hennemuth and Sarah Behrens},
title = {{Survey of the Visual Exploration and Analysis of Perfusion Data}},
booktitle = {{IEEE Transactions on Visualization and Graphics}},
year = {2008},
pages = {to appear},
keywords = {IEEE,d},
owner = {schumann},
timestamp = {2008.07.11}
}
Anja Hennemuth, Sarah Behrens, Caroline Kuehnel, Steffen Oeltze, Olaf Konrad, Heinz-Otto Peitgen
SPIE Conference on Medical Image Computing, in print, 2007
BIBTeX
@INPROCEEDINGS{Hennemuth_2007_SPIE,
author = {Anja Hennemuth and Sarah Behrens and Caroline Kuehnel and Steffen
Oeltze and Olaf Konrad and Heinz-Otto Peitgen},
title = {{Novel Methods for Parameter Based Analysis of Myocardial Tissue
in MR-Images}},
booktitle = {{SPIE Conference on Medical Image Computing}},
year = {2007},
month = {Februar},
file = {SPIE_07_Hennemuth.pdf:http\://wwwisg.cs.uni-magdeburg.de/cv/pub/files/SPIE_07_Hennemuth.pdf:PDF},
keywords = {SPIE,d},
owner = {schumann},
timestamp = {2007.11.05}
}
Steffen Oeltze, Helmut Doleisch, Helwig Hauser, Philipp Muigg, Bernhard Preim
IEEE Transactions on Visualization and Computer Graphics (TVCG), 13, pp. 1392-1399, 2007
BIBTeX
Media
@ARTICLE{Oeltze_2007_TVCG,
author = {Steffen Oeltze and Helmut Doleisch and Helwig Hauser and Philipp
Muigg and Bernhard Preim},
title = {{Interactive Visual Analysis of Perfusion Data}},
journal = {{IEEE Transactions on Visualization and Computer Graphics (TVCG)}},
year = {2007},
volume = {13},
pages = {1392--1399},
number = {6},
month = {28. October - 1. November},
file = {IEEEVIS_Oeltze_VAoPD_2007.pdf:http\://wwwisg.cs.uni-magdeburg.de/cv/pub/files/IEEEVIS_Oeltze_VAoPD_2007.pdf:PDF},
keywords = {TVCG,d},
owner = {schumann},
timestamp = {2007.11.05}
}
Interactive visual analysis in breast tumor diagnosis
Video showing the interactive visual analysis of a dataset from breast tumor
Lydia Paasche, Steffen Oeltze, Anja Hennemuth, Caroline Kühnel, Frank Grothues, Bernhard Preim
Bildverarbeitung für die Medizin (BVM), pp. 212-216, 2007
BIBTeX
@INPROCEEDINGS{Paasche_2007_BVM,
author = {Lydia Paasche and Steffen Oeltze and Anja Hennemuth and Caroline
Kühnel and Frank Grothues and Bernhard Preim},
title = {{Integrierte Visualisierung kardialer MR-Daten zur Beurteilung von
Funktion, Perfusion und Vitalität des Myokards}},
booktitle = {{Bildverarbeitung für die Medizin (BVM)}},
year = {2007},
series = {Informatik aktuell},
pages = {212--216},
publisher = {Springer},
file = {BVM2007_Paasche_CardiacVis.pdf:http\://wwwisg.cs.uni-magdeburg.de/cv/pub/files/BVM2007_Paasche_CardiacVis.pdf:PDF},
keywords = {BVM,d},
owner = {schumann},
timestamp = {2009.09.17}
}
Caroline Kuehnel, Anja Hennemuth, Susanne Bock, Steffen , Tobias Boskamp, Stefan Krass, Bernhard Preim, Heinz-Otto Peitgen
GI-Workshop - Softwareassistenten - Computerunterstützung für die medizinische Diagnose und Therapieplanung, pp. 491-498, 2006
BIBTeX
@INPROCEEDINGS{Kuehnel_2006_CMDT,
author = {Caroline Kuehnel and Anja Hennemuth and Susanne Bock and Steffen
Oeltze and Tobias Boskamp and Stefan Krass and Bernhard Preim and
Heinz-Otto Peitgen},
title = {{New Software Assistants for Cardiovascular Diagnosis}},
booktitle = {{GI-Workshop - Softwareassistenten - Computerunterstützung für die
medizinische Diagnose und Therapieplanung}},
year = {2006},
volume = {Band 1},
pages = {491--498},
publisher = {Springer},
file = {GIWorkshop2006-Kuehnel.pdf:http\://wwwisg.cs.uni-magdeburg.de/cv/pub/files/GIWorkshop2006-Kuehnel.pdf:PDF},
keywords = {CMDT,d},
owner = {schumann},
timestamp = {2009.09.17}
}
Steffen Oeltze, Anja Kuß, Anja Hennemuth, Caroline Kühnel, Bernhard Preim
Bildverarbeitung für die Medizin (BVM), pp. 291-295, 2006
BIBTeX
@INPROCEEDINGS{Oeltze_2006_BVM,
author = {Steffen Oeltze and Anja Kuß and Anja Hennemuth and Caroline Kühnel
and Bernhard Preim},
title = {{Integrierte Visualisierung von Anatomie und Perfusion des Myokards
zur Früherkennung der Koronaren Herzkrankheit}},
booktitle = {{Bildverarbeitung für die Medizin (BVM)}},
year = {2006},
series = {Informatik aktuell},
pages = {291--295},
publisher = {Springer},
file = {Oeltze_BVM_2006_KHK.pdf:http\://wwwisg.cs.uni-magdeburg.de/cv/pub/files/Oeltze_BVM_2006_KHK.pdf:PDF},
keywords = {BVM,d},
owner = {schumann},
timestamp = {2009.09.17}
}
Steffen Oeltze, Frank Grothues, Anja Hennemuth, Anja Kuß, Bernhard Preim
IEEE/Eurographics Symposium on Visualization, pp. 131-138, 2006
BIBTeX
Media
@INPROCEEDINGS{Oeltze_2006_Eurovis,
author = {Steffen Oeltze and Frank Grothues and Anja Hennemuth and Anja Kuß
and Bernhard Preim},
title = {{Integrated Visualization of Morphologic and Perfusion Data for the
Analysis of Coronary Artery Disease}},
booktitle = {{IEEE/Eurographics Symposium on Visualization}},
year = {2006},
series = {Informatik aktuell},
pages = {131--138},
publisher = {Springer},
file = {Oeltze_EuroVis_2006_CAD.pdf:http\://wwwisg.cs.uni-magdeburg.de/cv/pub/files/Oeltze_EuroVis_2006_CAD.pdf:PDF},
keywords = {Eurovis,d},
owner = {schumann},
timestamp = {2009.09.17}
}
Integrated visualization of cardiac perfusion and anatomy
Video illustrating the integration of myocardial perfusion and ventricular as well as vascular anatomy of a patient suffering from atherosclerosis. (Data is courtesy of M. Fenchel, S. Miller and A. Seeger, Max Planck MR-center, University of Tübingen, Germany, S. Achenbach, Department of Radiology, University of Erlangen-Nürnberg, Germany, and SIEMENS Healthcare)
Steffen Oeltze, Christian Bendicks, Sarah Behrens, Bernhard Preim
Bildverarbeitung für die Medizin (BVM), pp. 317-321, 2005
BIBTeX
@INPROCEEDINGS{Oeltze_2005_BVM,
author = {Steffen Oeltze and Christian Bendicks and Sarah Behrens and Bernhard
Preim},
title = {{Multiparametervisualisierung zur Exploration dynamischer Bilddaten}},
booktitle = {{Bildverarbeitung für die Medizin (BVM)}},
year = {2005},
series = {Informatik aktuell},
pages = {317--321},
publisher = {Springer},
file = {Oeltze_BVM2005.pdf:http\://wwwisg.cs.uni-magdeburg.de/cv/pub/files/Oeltze_BVM2005.pdf:PDF},
keywords = {BVM,d},
owner = {schumann},
timestamp = {2009.09.17}
}
Bernhard Preim, Sven Kohle, Olaf Konrad-Verse, Richard Rascher-Friesenhausen, Jonathan Wiener, Ronald Leppek, Heinz-Otto Peitgen
Simulation und Visualisierung, pp. 77-88, 2003
BIBTeX
@INPROCEEDINGS{Preim_2003_SimVisa,
author = {Bernhard Preim and Sven Kohle and Olaf Konrad-Verse and Richard Rascher-Friesenhausen
and Jonathan Wiener and Ronald Leppek and Heinz-Otto Peitgen},
title = {{Mehrdimensionale Visualisierung dynamischer Bilddaten am Beispiel
der Durchblutungsquantifizierung}},
booktitle = {{Simulation und Visualisierung}},
year = {2003},
pages = {77--88},
file = {simVis2003DynamischFinal.pdf:http\://wwwisg.cs.uni-magdeburg.de/cv/pub/files/simVis2003DynamischFinal.pdf:PDF},
keywords = {SimVis,d},
owner = {schumann},
timestamp = {2009.09.17}
}
Sven Kohle, Bernhard Preim, Jonathan Wiener, Heinz-Otto Peitgen
Vision Modelling und Visualization (VMV), pp. 31-38, 2002
BIBTeX
@INPROCEEDINGS{Kohle_2002_VMV,
author = {Sven Kohle and Bernhard Preim and Jonathan Wiener and Heinz-Otto
Peitgen},
title = {{Exploration of time-varying data for Medical Diagnosis}},
booktitle = {{Vision, Modelling und Visualization (VMV)}},
year = {2002},
pages = {31--38},
address = {Erlangen},
file = {DynaMipFinal.pdf:http\://wwwisg.cs.uni-magdeburg.de/cv/pub/files/DynaMipFinal.pdf:PDF},
keywords = {VMV,d},
owner = {schumann},
timestamp = {2009.09.17}
}