Axel Wismüller

Markus B. Huber, Kerstin Bunte, Mahesh B. Nagarajan, Michael Biehl, Lawrence A. Ray, Axel Wismüller: Texture feature ranking with relevance learning to classify interstitial lung disease patterns. Artificial Intelligence in Medicine 56(2): 91-97 (2012)

Axel Wismüller: Computational intelligence in biomedical imaging: multidimensional analysis of spatio-temporal patterns. Computer Science - R&D 26(1-2): 15-37 (2011)

Kerstin Bunte, Barbara Hammer, Thomas Villmann, Michael Biehl, Axel Wismüller: Neighbor embedding XOM for dimension reduction and visualization. Neurocomputing 74(9): 1340-1350 (2011)

Markus B. Huber, Sarah L. Lancianese, Mahesh B. Nagarajan, Imoh Z. Ikpot, Amy L. Lerner, Axel Wismüller: Prediction of Biomechanical Properties of Trabecular Bone in MR Images With Geometric Features and Support Vector Regression. IEEE Trans. Biomed. Engineering 58(6): 1820-1826 (2011)

Mahesh B. Nagarajan, Markus B. Huber, Thomas Schlossbauer, Gerda L. Leinsinger, Andrzej Król, Axel Wismüller: Classifying Small Lesions on Breast MRI through Dynamic Enhancement Pattern Characterization. MLMI 2011: 352-359

Axel Wismüller: A Computational Framework for Nonlinear Dimensionality Reduction of Large Data Sets: The Exploratory Inspection Machine (XIM). CoRR abs/1106.2156 (2011)

Kerstin Bunte, Barbara Hammer, Axel Wismüller, Michael Biehl: Adaptive local dissimilarity measures for discriminative dimension reduction of labeled data. Neurocomputing 73(7-9): 1074-1092 (2010)

Kerstin Bunte, Barbara Hammer, Thomas Villmann, Michael Biehl, Axel Wismüller: Exploratory Observation Machine (XOM) with Kullback-Leibler Divergence for Dimensionality Reduction and Visualization. ESANN 2010

Axel Wismüller, Michel Verleysen, Michaël Aupetit, John Aldo Lee: Recent Advances in Nonlinear Dimensionality Reduction, Manifold and Topological Learning. ESANN 2010

Anke Meyer-Bäse, Thomas Schlossbauer, Oliver Lange, Axel Wismüller: Small Lesions Evaluation Based on Unsupervised Cluster Analysis of Signal-Intensity Time Courses in Dynamic Breast MRI. Int. J. Biomedical Imaging 2009 (2009)

Axel Wismüller: The Exploration Machine - a novel method for structure-preserving dimensionality reduction. ESANN 2009

Axel Wismüller: A computational framework for exploratory data analysis. ESANN 2009

Axel Wismüller: A Computational Framework for Nonlinear Dimensionality Reduction and Clustering. WSOM 2009: 334-343

Axel Wismüller: The Exploration Machine - A Novel Method for Data Visualization. WSOM 2009: 344-352

Anke Meyer-Bäse, Oliver Lange, Thomas Schlossbauer, Axel Wismüller: Computer-aided diagnosis and visualization based on clustering and independent component analysis for breast MRI. ICIP 2008: 3000-3003

Axel Wismüller, Johannes Behrends, Phil Hoole, Gerda L. Leinsinger, Maximilian F. Reiser, Per-Lennart Westesson: Human Vocal Tract Analysis by in Vivo 3D MRI during Phonation: A Complete System for Imaging, Quantitative Modeling, and Speech Synthesis. MICCAI (2) 2008: 306-312

Anke Meyer-Bäse, Oliver Lange, Axel Wismüller, Monica K. Hurdal: Analysis of Dynamic Susceptibility Contrast MRI Time Series Based on Unsupervised Clustering Methods. IEEE Transactions on Information Technology in Biomedicine 11(5): 563-573 (2007)

Axel Wismüller, Anke Meyer-Bäse, Oliver Lange, Thomas Schlossbauer, Maria Kallergi, Maximilian F. Reiser, Gerda L. Leinsinger: Segmentation and classification of dynamic breast magnetic resonance image data. J. Electronic Imaging 15(1): 013020 (2006)

Axel Wismüller, Anke Meyer-Bäse, Oliver Lange, Maximilian F. Reiser, Gerda L. Leinsinger: Cluster analysis of dynamic cerebral contrast-enhanced perfusion MRI time-series. IEEE Trans. Med. Imaging 25(1): 62-73 (2006)

Axel Wismüller, Anke Meyer-Bäse, Johannes Behrends, Oliver Lange, Miriana Jukic, Maximilian F. Reiser, Dorothee Auer: A flexible machine learning image analysis system for high-precision computer-assisted segmentation of multispectral MRI data sets in patients with multiple sclerosis. ISBI 2006: 1328-1331

Anke Meyer-Bäse, Karsten Jancke, Axel Wismüller, Simon Foo, Thomas Martinetz: Medical image compression using topology-preserving neural networks. Eng. Appl. of AI 18(4): 383-392 (2005)

Tim W. Nattkemper, Axel Wismüller: Tumor feature visualization with unsupervised learning. Medical Image Analysis 9(4): 344-351 (2005)

Axel Saalbach, Thorsten Twellmann, Tim W. Nattkemper, Axel Wismüller, Jörg Ontrup, Helge Ritter: A Hyperbolic Topographic Mapping for Proximity Data. Artificial Intelligence and Applications 2005: 106-111

Thorsten Twellmann, Oliver Lichte, Axel Saalbach, Axel Wismüller, Tim W. Nattkemper: An Adaptive Extended Colour Scale for Comparison of Pseudo Colouring Techniques for DCE-MRI Data. Bildverarbeitung für die Medizin 2005: 312-316

Anke Meyer-Bäse, Oliver Lange, Axel Wismüller, Helge Ritter: Model-free functional mri analysis using topographic independent component analysis. Int. J. Neural Syst. 14(4): 217-228 (2004)

Axel Wismüller, Anke Meyer-Bäse, Oliver Lange, Dorothee Auer, Maximilian F. Reiser, DeWitt Sumners: Model-free functional MRI analysis based on unsupervised clustering. Journal of Biomedical Informatics 37(1): 10-18 (2004)

Axel Wismüller, Frank Vietze, Johannes Behrends, Anke Meyer-Bäse, Maximilian F. Reiser, Helge Ritter: Fully automated biomedical image segmentation by self-organized model adaptation. Neural Networks 17(8-9): 1327-1344 (2004)

Anke Meyer-Bäse, Axel Wismüller, Oliver Lange: Comparison of two exploratory data analysis methods for fMRI: unsupervised clustering versus independent component analysis. IEEE Transactions on Information Technology in Biomedicine 8(3): 387-398 (2004)

Thomas Villmann, Udo Seiffert, Axel Wismüller: Theory and applications of neural maps. ESANN 2004: 25-38

Johannes Behrends, Phil Hoole, Gerda L. Leinsinger, Hans G. Tillmann, Klaus Hahn, Maximilian F. Reiser, Axel Wismüller: A Segmentation and Analysis Method for MRI Data of the Human Vocal Tract. Bildverarbeitung für die Medizin 2003: 186-190

Axel Wismüller, Johannes Behrends, Oliver Lange, Miriana Jukic, Klaus Hahn, Maximilian F. Reiser, Dorothee Auer: High-Precision Computer-Assisted Segmentation of Multispectral MRI Data Sets in Patients with Multiple Sclerosis by a Flexible Machine Learning Image Analysis Approach. Bildverarbeitung für die Medizin 2003: 403-407

Axel Wismüller, Udo Seiffert: Digital Image Processing with Neural Networks. ESANN 2003: 493-502

Anke Meyer-Bäse, Thomas D. Otto, Thomas Martinetz, Dorothee Auer, Axel Wismüller: Model-Free Functional MRI Analysis Using Topographic Independent Component Analysis. ESANN 2003: 509-514

Axel Wismüller, Oliver Lange, Dominik R. Dersch, Gerda L. Leinsinger, Klaus Hahn, Benno Pütz, Dorothee Auer: Cluster Analysis of Biomedical Image Time-Series. International Journal of Computer Vision 46(2): 103-128 (2002)

Axel Wismüller, Frank Vietze, Dominik R. Dersch, Johannes Behrends, Klaus Hahn, Helge Ritter: The deformable feature map - a novel neurocomputing algorithm for adaptive plasticity in pattern analysis. Neurocomputing 48(1-4): 107-139 (2002)

Axel Wismüller, Thomas Villmann: Exploratory Data Analysis in Medicine and Bioinformatics. ESANN 2002: 25-38

Axel Wismüller, Oliver Lange, Dominik R. Dersch, Klaus Hahn, Gerda L. Leinsinger: Analysis of dynamic perfusion MRI data by neural networks. ESANN 2001: 19-24

Axel Wismüller, Oliver Lange, Dominik R. Dersch, Klaus Hahn, Gerda L. Leinsinger: Neural Network Analysis of Dynamic Contrast-Enhanced MRI Mammography. ICANN 2001: 1000-1005

Axel Wismüller, Frank Vietze, Dominik R. Dersch, Gerda L. Leinsinger, Johannes Behrends, Helge Ritter, Klaus Hahn: Elastic Distortion of Deformable Feature Maps for Fully-Automatic Segmentation of Multispectral MRI Data Sets of the Human Brain. Bildverarbeitung für die Medizin 2000: 116-120

Axel Wismüller, Frank Vietze, Dominik R. Dersch, Klaus Hahn, Helge Ritter: A neural network approach to adaptive pattern analysis - the deformable feature map. ESANN 2000: 189-194

Axel Wismüller, Dominik R. Dersch, Bernadette Lipinski, Klaus Hahn, Dorothee Auer: Hierarchical Clustering of Functional MRI Time-Series by Deterministic Annealing. ISMDA 2000: 49-54

Axel Wismüller, Dominik R. Dersch, Bernadette Lipinski, Klaus Hahn, Dorothee Auer: Neural network analysis of functional MRI time-series. Hierarchical clustering by deterministic annealing. Bildverarbeitung für die Medizin 1998