Publications
Showing all 261 journal articles & 6 books available
Journal Articles
8/19/2022
Wismüller A, DSouza AM, Abidin AZ, Ali Vosoughi M, Gange C, Cortopassi IO, Bozovic G, Bankier AA, Batra K, Chodakiewitz Y, Xi Y, Whitlow CT, Ponnatapura J, Wendt GJ, Weinberg EP, Stockmaster L, Shrier DA, Shin MC, Modi R, Lo HS, Kligerman S, Hamid A, Hahn LD, Garcia GM, Chung JH, Altes T, Abbara S, Bader AS. "Early-stage COVID-19 pandemic observations on pulmonary embolism using nationwide multi-institutional data harvesting." NPJ digital medicine.. 2022 Aug 19; 5(1):120. Epub 2022 Aug 19.
4/9/2021
Wismüller A, Dsouza AM, Vosoughi MA, Abidin A. "Large-scale nonlinear Granger causality for inferring directed dependence from short multivariate time-series data." Scientific reports.. 2021 Apr 9; 11(1):7817. Epub 2021 Apr 09.
2021
Axel Wismüller; Larry Stockmaster. "Investigating Covid-19 Pandemic-Induced Effects on Detection of Emergent Clinical Imaging Findings by Large-Scale Tracking of Utilization and Reading Results for AI-Based Image Analysis Services". Proc. of SPIE. Accepted for publication. 2021; .
2021
Axel Wismüller; M. Ali Vosoughi. "Large-scale Augmented Granger Causality (lsAGC) for Connectivity Analysis in Complex Systems: From Computer Simulations to Functional MRI (fMRI)". Proc. of SPIE. Accepted for publication. 2021; .
2021
Axel Wismüller; Adora M. DSouza; M. Ali Vosoughi; Anas Z. Abidin. "Network Connectivity Analysis in Complex Systems Using Large-Scale Non-Linear Granger Causality (lsNGC)". Proc. of SPIE. Accepted for publication. 2021; .
2021
Axel Wismùller; M. Ali Vosoughi. "Classification of Schizophrenia from Functional MRI Using Large-scale Extended Granger Causality". Proc. of SPIE. Accepted for publication. 2021; .
2021
M. Ali Vosoughi; Axel Wismüller. "Large-Scale Extended Granger Causality for Classification of Marijuana Users From Functional MRI". Proc. of SPIE. Accepted for publication. 2021; .
1/7/2020
Abidin AZ, DSouza AM, Schifitto G, Wismüller A. "Detecting cognitive impairment in HIV-infected individuals using mutual connectivity analysis of resting state functional MRI." Journal of neurovirology.. 2020 Jan 7; Epub 2020 Jan 07.
2020
Axel Wismüller; John J. Foxe; Seyed S. Saboksayr. "Large-Scale Extended Granger Causality (lsXGC) for Classication of Autism Spectrum Disorder from Resting-State Functional MRI". Proc. of SPIE. 2020; 113141Y.
2020
Axel Wismüller; Larry Stockmaster. "A Prospective Randomized Clinical Trial for Measuring Radiology Study Reporting Time on Artificial Intelligence-Based Detection of Intracranial Hemorrhage in Emergent Care Head CT". Proc. of SPIE. 2020; 113170M.
2020
Seyed S. Saboksayr, Adora M. DSouza, John J. Foxe, and Axel Wismüller. "Classification of Attention-Deficit/Hyperactivity Disorder from Resting-State Functional MRI with Mutual Connectivity Analysis". Proc. of SPIE. 2020; 11317.
2020
Seyed S. Saboksayr; John J. Foxe; Axel Wismüller. "Attention-Deficit/Hyperactivity Disorder Prediction Using Graph Convolutional Networks". Proc. of SPIE. 2020; 113141U.
10/2019
DSouza AM, Abidin AZ, Schifitto G, Wismüller A. "A multivoxel pattern analysis framework with mutual connectivity analysis investigating changes in resting state connectivity in patients with HIV associated neurocognitve disorder." Magnetic resonance imaging.. 2019 Oct; 62:121-128. Epub 2019 Jun 09.
1/15/2019
Chockanathan U, DSouza AM, Abidin AZ, Schifitto G, Wismüller A. "Automated diagnosis of HIV-associated neurocognitive disorders using large-scale Granger causality analysis of resting-state functional MRI." Computers in biology and medicine.. 2019 Jan 15; 106:24-30. Epub 2019 Jan 15.
2019
Udaysankar Chockanathan; Adora M. DSouza; Anas Z. Abidin; Giovanni Schifitto; Axel Wismüller. "Automated diagnosis of HIV-associated neurocognitive disorders using large-scale Granger causality analysis of resting-state functional MRI". Computers in Biology and Medicine. 2019; 106: 24-30.
2019
Adora M. DSouza; Anas Z. Abidin; Giovanni Schifitto; Axel Wismüller. "A multivoxel pattern analysis framework with mutual connectivity analysis investigating changes in resting state connectivity in patients with HIV associated neurocognitive disorder". Magnetic Resonance Imaging. 2019; 62: 121-128.
2019
Adora M. DSouza; Anas Z. Abidin; Axel Wismüller. "Classification of autism spectrum disorder from resting-state fMRI with mutual connectivity analysis" . Proc. of SPIE. 2019; 109531D.
2019
Anas Z. Abidin; Adora M. Dsouza; Axel Wismüller. "Detecting connectivity changes in autism spectrum disorder using large-scale Granger causality" . Proc. of SPIE. 2019; 109490M.
2019
Adora M. DSouza; Anas Z. Abidin; Axel Wismüller. "Automated identification of thoracic pathology from chest radiographs with enhanced training pipeline" . Proc. of SPIE. 2019; 109503F.
2019
Anas Zainul Abidin; Irfaan Dar; Adora M. D'Souza; Edward P. Lin; Axel Wismüller. "Investigating a quantitative radiomics approach for brain tumor classification" . Proc. of SPIE. 2019; 109530B.
9/2018
DSouza AM, Abidin AZ, Chockanathan U, Schifitto G, Wismüller A. "Mutual connectivity analysis of resting-state functional MRI data with local models." NeuroImage.. 2018 Sep; 178:210-223. Epub 2018 May 17.
4/1/2018
Abidin AZ, Deng B, DSouza AM, Nagarajan MB, Coan P, Wismüller A. "Deep transfer learning for characterizing chondrocyte patterns in phase contrast X-Ray computed tomography images of the human patellar cartilage." Computers in biology and medicine.. 2018 Apr 1; 95:24-33. Epub 2018 Feb 09.
2/2018
Chockanathan U, DSouza AM, Abidin AZ, Schifitto G, Wismüller A. "Identification and functional characterization of HIV-associated neurocognitive disorders with large-scale Granger causality analysis on resting-state functional MRI." Proceedings of SPIE--the International Society for Optical Engineering.. 2018 Feb; 10575Epub 2018 Feb 27.
2018
Adora M. DSouza; Anas Z. Abidin; Udaysankar Chockanathan; Axel Wismüller. "Regional autonomy changes in resting-state functional MRI in patients with HIV associated neurocognitive disorder" . Proc. of SPIE - the International Society for Optical Engineering. 2018; 10574.
2018
Anas Z. Abidin; Adora M. DSouza; Udaysankar Chockanathan; Giovanni Schifitto; Axel Wismüller. "Investigating directed functional connectivity between the resting state networks of the human brain using mutual connectivity analysis" . Proc. of SPIE - the International Society for Optical Engineering. 2018; 10578.
2018
Udaysankar Chockanathan; Anas Z. Abidin; Adora M. DSouza; Giovanni Schifitto; Axel Wismüller. "Resilient modular small-world directed brain networks in healthy subjects with large-scale Granger causality analysis of resting-state functional MRI" . Proc. of SPIE - the International Society for Optical Engineering. 2018; 10578.
2018
Udaysankar Chockanathan; Adora M. DSouza; Anas Z. Abidin; Giovanni Schifitto; Axel Wismüller. "Identification and functional characterization of HIV-associated neurocognitive disorders with large-scale Granger causality analysis on resting-state functional MRI" . Proc. of SPIE - the International Society for Optical Engineering. 2018; 10575.
2018
Adora M. DSouza; Anas Z. Abidin; Udaysankar Chockanathan; Lutz Leistritz; Axel Wismüller. "Investigating large-scale Granger causality analysis in presence of noise and varying sampling rate" . Proc. of SPIE - the International Society for Optical Engineering. 2018; 10578.
2018
Lele Chen; Yue Wu; Adora M. DSouza; Anas Z. Abidin; Axel Wismüller; Chenliang Xu. "MRI tumor segmentation with densely connected 3D CNN" . Proc. of SPIE - the International Society for Optical Engineering. 2018; 10574.
2018
Anas Z. Abidin; Adora M. DSouza; Mahesh B. Nagarajan; Lu Wang; Xing Qiu; Giovanni Schifitto; Axel Wismüller. "Alteration of brain network topology in HIV-associated neurocognitive disorder: A novel functional connectivity perspective" . NeuroImage. Clinical. 2018; 17: 768-777.
8/1/2017
DSouza AM, Abidin AZ, Leistritz L, Wismüller A. "Exploring connectivity with large-scale Granger causality on resting-state functional MRI." Journal of neuroscience methods.. 2017 Aug 1; 287:68-79. Epub 2017 Jun 16.
2017
Botao Deng; Anas Z. Abidin; Adora M. DSouza; Mahesh B. Nagarajan; Udaysankar Chockanathan; Paola Coan; Axel Wismüller. "Characterizing cartilage microarchitecture on phase-contrast x-ray computed tomography using deep learning with convolutional neural networks". Proc. of SPIE - the International Society for Optical Engineering. 2017; 1013412.
2017
Anas Z. Abidin; Adora M. DSouza; Udaysankar Chockanathan; Matilde Inglese; Axel Wismüller. "Using large-scale Granger causality to study changes in brain network properties in the Clinically Isolated Syndrome (CIS) stage of multiple sclerosis". Proc. of SPIE - the International Society for Optical Engineering. 2017; 10137.
2017
Adora M. DSouza; Anas Z. Abidin; Udaysankar Chockanathan; Lutz Leistritz; Axel Wismüller. "Identifying HIV associated neurocognitive disorder using large-scale Granger causality analysis on resting-state functional MRI". Proc. of SPIE - the International Society for Optical Engineering. 2017; 10133.
2017
Anas Z. Abidin; Udaysankar Chockanathan; John Jameson; Robert Molthen; Axel Wismüller. "Classification of micro-CT images using 3D characterization of bone canal patterns in human osteogenesis imperfecta". Proc. of SPIE - the International Society for Optical Engineering. 2017; 10134.
2017
Adora M. DSouza; Anas Z. Abidin; Udaysankar Chockanathan; Mahesh B. Nagarajan; Axel Wismüller. "Investigating changes in resting-state connectivity from functional MRI data in patients with HIV associated neurocognitive disorder using MCA and machine learning". Proc. of SPIE- the International Society for Optical Engineering. 2017; 10137.
3/29/2016
DSouza AM, Abidin AZ, Nagarajan MB, Wismüller A. "Mutual Connectivity Analysis (MCA) Using Generalized Radial Basis Function Neural Networks for Nonlinear Functional Connectivity Network Recovery in Resting-State Functional MRI." Proceedings of SPIE--the International Society for Optical Engineering.. 2016 Mar 29; 9788
3/2016
DSouza AM, Abidin AZ, Leistritz L, Wismüller A. "Large-Scale Granger Causality Analysis on Resting-State Functional MRI." Proceedings of SPIE--the International Society for Optical Engineering.. 2016 Mar; 9788
3/2016
Abidin AZ, D'Souza AM, Nagarajan MB, Wismüller A. "Investigating Changes in Brain Network Properties in HIV-Associated Neurocognitive Disease (HAND) using Mutual Connectivity Analysis (MCA)." Proceedings of SPIE--the International Society for Optical Engineering.. 2016 Mar; 9788
2016
Adora M. D'Souza; Anas Zainul Abidin; Mahesh B. Nagarajan; Axel Wismüller. "Mutual connectivity analysis (MCA) using generalized radial basis function neural networks for nonlinear functional connectivity network recovery in resting-state functional MRI" . Proc. of SPIE. 2016; 9788: doi: 10.1117/12.2216900.
2016
Adora M. D'Souza; Anas Zainul Abidin; Lutz Leistritz; Axel Wismüller. "Large-scale Granger causality analysis on resting-state functional MRI" . Proc. of SPIE. 2016; 9788: doi: 10.1117/12.2217264.
2016
Anas Zainul Abidin; Adora M. DSouza; Mahesh B. Nagarajan; Axel Wismüller. "Detecting altered connectivity patterns in HIV associated neurocognitive impairment using mutual connectivity analysis" . Proc. of SPIE. 2016; 9788: doi: 10.1117/12.2217315.
2016
Anas Zainul Abidin; Adora M. DSouza; Mahesh B. Nagarajan; Axel Wismüller. "Investigating changes in brain network properties in HIV-associated neurocognitive disease (HAND) using mutual connectivity analysis (MCA)" . Proc. of SPIE. 2016; 9788: doi: 10.1117/12.2217317.
2016
Walter A. Checefsky; Anas Z. Abidin; Mahesh B. Nagarajan; Jan S. Bauer; Thomas Baum; Axel Wismüller. "Assessing vertebral fracture risk on volumetric quantitative computed tomography by geometric characterization of trabecular bone structure" . Proc. of SPIE. 2016; 9785: doi: 10.1117/12.2216898.
2016
Schmidt C, Pester B, Schmid-Hertel N, Witte H, Wismüller A, Leistritz L. "A Multivariate Granger Causality Concept towards Full Brain Functional Connectivity." PloS one.. 2016 11(4):e0153105. Epub 2016 Apr 11.
2016
Abidin AZ, D'Souza AM, Nagarajan MB, Wismüller A. "Detecting Altered connectivity patterns in HIV associated neurocognitive impairment using Mutual Connectivity Analysis." Proceedings of SPIE--the International Society for Optical Engineering.. 2016 9788Epub 2016 Mar 29.
2016
Checefsky WA, Abidin AZ, Nagarajan MB, Bauer JS, Baum T, Wismüller A. "Assessing vertebral fracture risk on volumetric quantitative computed tomography by geometric characterization of trabecular bone structure." Proceedings of SPIE--the International Society for Optical Engineering.. 2016 9785Epub 2016 Mar 24.
11/2015
Nagarajan MB, Coan P, Huber MB, Diemoz PC, Wismüller A. "Volumetric quantitative characterization of human patellar cartilage with topological and geometrical features on phase-contrast X-ray computed tomography." Medical & biological engineering & computing.. 2015 Nov; 53(11):1211-20. Epub 2015 Jul 04.
3/2015
Wismüller A, DSouza AM, Abidin AZ, Wang X, Hobbs SK, Nagarajan MB. "Functional Connectivity Analysis in Resting State fMRI with Echo-State Networks and Non-Metric Clustering for Network Structure Recovery." Proceedings of SPIE--the International Society for Optical Engineering.. 2015 Mar; 9417
2/2015
Abidin AZ, Nagarajan MB, Checefsky WA, Coan P, Diemoz PC, Hobbs SK, Huber MB, Wismüller A. "Volumetric Characterization of Human Patellar Cartilage Matrix on Phase Contrast X-Ray Computed Tomography." Proceedings of SPIE--the International Society for Optical Engineering.. 2015 Feb; 9417Epub 2015 Mar 19.
2/2015
Wismüller A, Abidin AZ, DSouza AM, Wang X, Hobbs SK, Leistritz L, Nagarajan MB. "Nonlinear Functional Connectivity Network Recovery in the Human Brain with Mutual Connectivity Analysis (MCA): Convergent Cross-Mapping and Non-Metric Clustering." Proceedings of SPIE--the International Society for Optical Engineering.. 2015 Feb; 9417Epub 2015 Mar 17.
2015
Mahesh B. Nagarajan; Paola Coan; Markus B. Huber; Paul C. Diemoz; Axel Wismüller. "Integrating dimension reduction and out-of-sample extension in automated classification of ex vivo human patellar cartilage on phase contrast X-ray computed tomography" . PLOS One. 2015; D-14-25225R1.
2015
Axel Wismüller; Xixi Wang; Adora M. DSouza; Susan K. Hobbs; Lutz Leistritz; Mahesh B. Nagarajan. "Nonlinear Functional Connectivity Network Recovery in the Human Brain with Mutual Connectivity Analysis (MCA): Convergent Cross-Mapping and Non-Metric Clustering" . Proc. of SPIE. 2015; 9417(doi:10.1117/12.2082124).
2015
Axel Wismüller; Adora M. DSouza; Anas Z. Abidin; Xixi Wang; Susan K. Hobbs; Mahesh B. Nagarajan. "Functional Connectivity Analysis in Resting State fMRI with Echo-State Networks and Non-Metric Clustering for Network Structure Recovery" . Proc. of SPIE. 2015; 9417(doi:10.1117/12.2082106).
2015
Xixi Wang; Mahesh B. Nagarajan; Anas Z. Abidin; Adora D'Souza; Susan K. Hobbs; Axel Wismüller. "Investigating the use of mutual information and non-metric clustering for functional connectivity analysis on resting-state functional MRI" . Proc. of SPIE. 2015; 9417(doi:10.1117/12.2082565).
2015
Mahesh B. Nagarajan; Walter A. Checefsky; Anas Z. Abidin; Halley Tsai; Xixi Wang; Susan K. Hobbs; Jan S. Bauer; Thomas Baum; Axel Wismüller. "Characterizing trabecular bone structure for assessing vertebral fracture risk on volumetric quantitative computed tomography" . Proc. of SPIE. 2015; 9417(doi:10.1117/12.2082059).
2015
Anas Z. Abidin; Mahesh B. Nagarajan; Walter A. Checefsky; Paola Coan; Paul C. Diemoz; Susan K. Hobbs; Markus B. Huber; Axel Wismüller. "Volumetric characterization of human patellar cartilage matrix on phase contrast x-ray computed tomography" . Proc. of SPIE. 2015; 9417(doi:10.1117/12.2082084).
2015
Nagarajan MB, Coan P, Huber MB, Diemoz PC, Wismüller A. "Integrating dimension reduction and out-of-sample extension in automated classification of ex vivo human patellar cartilage on phase contrast X-ray computed tomography." PloS one.. 2015 10(2):e0117157. Epub 2015 Feb 24.
2015
Nagarajan MB, Checefsky WA, Abidin AZ, Tsai H, Wang X, Hobbs SK, Bauer JS, Baum T, Wismüller A. "Characterizing Trabecular Bone structure for Assessing Vertebral Fracture Risk on Volumetric Quantitative Computed Tomography." Proceedings of SPIE--the International Society for Optical Engineering.. 2015 9417Epub 2015 Mar 17.
2015
Wang X, Nagarajan MB, Abidin AZ, DSouza A, Hobbs SK, Wismüller A. "Investigating the use of mutual information and non-metric clustering for functional connectivity analysis on resting-state functional MRI." Proceedings of SPIE--the International Society for Optical Engineering.. 2015 9417Epub 2015 Mar 17.
4/9/2014
Nagarajan MB, De T, Lochmüller EM, Eckstein F, Wismüller A. "Using Anisotropic 3D Minkowski Functionals for Trabecular Bone Characterization and Biomechanical Strength Prediction in Proximal Femur Specimens." Proceedings of SPIE--the International Society for Optical Engineering.. 2014 Apr 9; 9038
4/9/2014
Wang X, Nagarajan MB, Conover D, Ning R, O'Connell A, Wismüller A. "Investigating the use of texture features for analysis of breast lesions on contrast-enhanced cone beam CT." Proceedings of SPIE--the International Society for Optical Engineering.. 2014 Apr 9; 9038
3/13/2014
Yang CC, Nagarajan MB, Huber MB, Carballido-Gamio J, Bauer JS, Baum T, Eckstein F, Lochmüller EM, Link TM, Wismüller A. "Predicting the Biomechanical Strength of Proximal Femur Specimens with Minkowski Functionals and Support Vector Regression." Proceedings of SPIE--the International Society for Optical Engineering.. 2014 Mar 13; 9038
3/13/2014
Wismüller A, Nagarajan MB, Witte H, Pester B, Leistritz L. "Pair-wise Clustering of Large Scale Granger Causality Index Matrices for Revealing Communities." Proceedings of SPIE--the International Society for Optical Engineering.. 2014 Mar 13; 9038
2/4/2014
Yang CC, Nagarajan MB, Huber MB, Carballido-Gamio J, Bauer JS, Baum T, Eckstein F, Lochmüller E, Majumdar S, Link TM, Wismüller A. "Improving bone strength prediction in human proximal femur specimens through geometrical characterization of trabecular bone microarchitecture and support vector regression." Journal of electronic imaging.. 2014 Feb 4; 23(1):013013. Epub 2014 Jan 09.
2/2014
Nagarajan MB, Coan P, Huber MB, Diemoz PC, Glaser C, Wismüller A. "Computer-aided diagnosis for phase-contrast X-ray computed tomography: quantitative characterization of human patellar cartilage with high-dimensional geometric features." Journal of digital imaging.. 2014 Feb; 27(1):98-107.
2/2014
Nagarajan MB, Coan P, Huber MB, Diemoz PC, Wismüller A. "Phase contrast imaging X-ray computed tomography: Quantitative characterization of human patellar cartilage matrix with topological and geometrical features." Proceedings of SPIE--the International Society for Optical Engineering.. 2014 Feb; 9038Epub 2014 Mar 13.
1/2014
Nagarajan MB, Huber MB, Schlossbauer T, Leinsinger G, Krol A, Wismüller A. "Classification of small lesions on dynamic breast MRI: Integrating dimension reduction and out-of-sample extension into CADx methodology." Artificial intelligence in medicine.. 2014 Jan; 60(1):65-77. Epub 2013 Nov 23.
2014
Chien-Chun Yang; Mahesh B. Nagarajan; Markus B. Huber; Julio Carballido-Gamio; Jan S. Bauer; Thomas Baum; Felix Eckstein; Eva Lochmüller; Sharmila Majumdar; Thomas M. Link; Axel Wismüller. "Improving bone strength prediction in human proximal femur specimens through geometrical characterization of trabecular bone micro-architecture and support vector regression" . Journal of Electronic Imaging. 2014; 23(1): 013013, doi:10.1117/1.JEI.23.1.013013.
2014
Mahesh B. Nagarajan; Markus B. Huber; Thomas Schlossbauer; Gerda Leinsinger; Andrzej Krol; Axel Wismüller. "Classification of small lesions on dynamic breast MRI: Integrating dimension reduction and out-of-sample extension into CADx methodology" . Artificial Intelligence in Medicine. 2014; 60(1): 65-77.
10/1/2013
Nagarajan MB, Huber MB, Schlossbauer T, Leinsinger G, Krol A, Wismüller A. "Classification of small lesions in dynamic breast MRI: Eliminating the need for precise lesion segmentation through spatio-temporal analysis of contrast enhancement over time." Machine vision and applications.. 2013 Oct 1; 24(7)
10/2013
Nagarajan MB, Coan P, Huber MB, Diemoz PC, Glaser C, Wismuller A. "Computer-aided diagnosis in phase contrast imaging X-ray computed tomography for quantitative characterization of ex vivo human patellar cartilage." IEEE transactions on bio-medical engineering.. 2013 Oct; 60(10):2896-903. Epub 2013 Jun 05.
3/29/2013
Wismüller A, De T, Lochmüller E, Eckstein F, Nagarajan MB. "Introducing Anisotropic Minkowski Functionals and Quantitative Anisotropy Measures for Local Structure Analysis in Biomedical Imaging." Proceedings of SPIE--the International Society for Optical Engineering.. 2013 Mar 29; 8672
3/2013
Yang CC, Nagarajan MB, Huber MB, Carballido-Gamio J, Bauer JS, Baum T, Eckstein F, Lochmüller E, Majumdar S, Link TM, Wismüller A. "Predicting the Biomechanical Strength of Proximal Femur Specimens through High Dimensional Geometric Features and Support Vector Regression." Proceedings of SPIE--the International Society for Optical Engineering.. 2013 Mar; 8672
1/1/2013
Nagarajan MB, Huber MB, Schlossbauer T, Leinsinger G, Krol A, Wismüller A. "Classification of Small Lesions in Breast MRI: Evaluating The Role of Dynamically Extracted Texture Features Through Feature Selection." Journal of medical and biological engineering.. 2013 Jan 1; 33(1)
2013
Mahesh B. Nagarajan; Markus B. Huber; Thomas Schlossbauer; Gerda Leinsinger; Andrzej Krol; Axel Wismüller. "Classification of small lesions in dynamic breast MRI: eliminating the need for precise lesion segmentation through spatio-temporal analysis of contrast enhancement" . Machine Vision and Applications. 2013; 24(7): 1371-1381.
2013
Mahesh B. Nagarajan; Markus B. Huber; Thomas Schlossbauer; Gerda Leinsinger; Andrzej Krol; Axel Wismüller. "Classification of small lesions on breast MRI: evaluating the role of dynamically extracted texture features through feature selection" . Journal of Medical and Biological Engineering. 2013; 33(1): 59-68.
2013
Chetan Bhole; Christopher Pal; David Rim; Axel Wismüller. "3D segmentation of abdominal CT imagery with graphical models, conditional random fields and learning" . Machine Vision and Applications. 2013; : doi: 10.1007/s00138-013-0497-x.
2013
Mahesh B. Nagarajan; Paola Coan; Markus B. Huber; Paul C. Diemoz; Christian Glaser; Axel Wismüller. "Computer-aided diagnosis for phase-contrast x-ray computed tomography: quantitative characterization of human patellar cartilage with high-dimensional geometric features" . Journal of Digital Imaging. 2013; : DOI: 10.1007/s10278-013-9634-3.
2013
Mahesh B. Nagarajan; Paola Coan; Markus B. Huber; Paul C. Diemoz; Christian Glaser; Axel Wismüller. "Computer-aided diagnosis in phase contrast imaging x-ray computed tomography for quantitative characterization of ex vivo human patellar cartilage" . IEEE Transactions on Biomedical Engineering. 2013; 60(10): 2896-2903.
2013
Mahesh B. Nagarajan; Paola Coan; Markus B. Huber; Paul C. Diemoz; Axel Wismüller. "Integrating dimension reduction and out-of-sample extension in automated classification of ex vivo human patellar cartilage on phase contrast x-ray computed tomography". Computerized Medical Imaging and Graphics. 2013; : In review.
2013
Mahesh B. Nagarajan; Ttitas De; Eva M. Lochmüller; Felix Eckstein; Axel Wismüller. "Using anisotropic 3D Minkowski functionals for trabecular bone characterization and biomechanical strength prediction in proximal femur specimens". Proceedings of SPIE: Accepted for publication at SPIE Medical Imaging 2014. 2013; .
2013
Xixi Wang; Mahesh B. Nagarajan; David Conover; Ruola Ning; Avice O'Connell; Axel Wismüller. "Investigating the use of texture features for analysis of breast lesions on contrast-enhanced cone beam CT". Proceedings of SPIE: Accepted for publication at SPIE Medical Imaging 2014. 2013; .
2013
Chien-Chung Yang; Mahesh B. Nagarajan; Markus B. Huber; Julio Carballido-Gamio; Jan S. Bauer; Thomas Baum; Felix Eckstein; Eva M. Lochmüller; Thomas M. Link; Axel Wismüller. "Predicting the biomechanical strength of proximal femur specimens with Minkowski functionals and support vector regression". Proceedings of SPIE: Accepted for publication at SPIE Medical Imaging 2014. 2013; .
2013
Mahesh B. Nagarajan; Paola Coan; Markus B. Huber; Paul C. Diemoz; Axel Wismüller. "Phase contrast imaging X-ray computed tomography: Quantitative characterization of human patellar cartilage matrix with topological and geometrical features". Proceedings of SPIE: Accepted for publication at SPIE Medical Imaging 2014. 2013; .
2013
Mahesh B. Nagarajan, Paola Coan, Markus B. Huber, Paul C. Diemoz; Christian Glaser; Axel Wismüller. "Characterizing healthy and osteoarthritic knee cartilage on phase contrast CT with geometric texture features". Proceedings of SPIE. 2013; 8672: 1J1-1J8.
2013
Axel Wismüller; Ttitas De; Eva M. Lochmüller; Felix Eckstein; Mahesh B. Nagarajan. "Introducing anisotropic Minkowski functionals and quantitative anisotropy measures for local structure analysis in biomedical imaging". Proceedings of SPIE. 2013; 8672: 0I1-0I8.
2013
Chien-Chun Yang; Mahesh B. Nagarajan; Markus B. Huber; Julio Carballido-Gamio; Jan S. Bauer; Thomas Baum; Felix Eckstein; Eva M. Lochmüller; Sharmila Majumdar; Thomas M. Link; Axel Wismüller. "Predicting the biomechanical strength of proximal femur specimens through high dimensional geometric features and support vector regression". Proceedings of SPIE. 2013; 8672: 1K1-1K8.
2013
Mahesh B. Nagarajan; Paola Coan; Markus B. Huber; Paul C. Diemoz; Christian Glaser; Axel Wismüller. "Phase contrast computed tomography: classification of osteoarthritic and healthy chondrocyte patterns in human patella cartilage through local scaling properties". Radiological Society of North America Scientific Meeting: Accepted for publication. 2013; .
2013
Chien-Chun Yang; Markus B. Huber; Julio Carballido-Gamio; Jan S. Bauer; Thomas Baum; Mahesh B. Nagarajan; Felix Eckstein; Eva M. Lochmüller; Sharmila Majumdar; Thomas M. Link; Axel Wismüller. "Evaluating proximal femur bone strength prediction by advanced characterization of trabecular microarchitecture using scaling index computation and support vector regression". Radiological Society of North America Scientific Meeting: Accepted for publication. 2013; .
2013
Nagarajan MB, Coan P, Huber MB, Diemoz PC, Glaser C, Wismüller A. "Characterizing healthy and osteoarthritic knee cartilage on phase contrast CT with geometric texture features." Proceedings of SPIE--the International Society for Optical Engineering.. 2013 8672Epub 2013 Mar 29.
10/2012
Huber MB, Bunte K, Nagarajan MB, Biehl M, Ray LA, Wismüller A. "Texture feature ranking with relevance learning to classify interstitial lung disease patterns." Artificial intelligence in medicine.. 2012 Oct; 56(2):91-7. Epub 2012 Sep 23.
2012
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. 2012; 56(2): 91-97.
2012
Mahesh B. Nagarajan; Markus B. Huber; Thomas Schlossbauer; Gerda Leinsinger; Andrzej Krol; Axel Wismüller. "Classification of small lesions on dynamic breast MRI: integrating dimension reduction and out-of-sample extension into CADx methodology". Artificial Intelligence in Medicine. 2012; : In review.
2012
Mahesh B. Nagarajan; Paola Coan; Markus B. Huber; Chien-Chun Yang; Christian Glaser; Maximilian F. Reiser; Axel Wismüller. "Characterization of healthy and osteoarthritic chondrocyte cell patterns on phase contrast CT images of the knee cartilage matrix." Proceedings of SPIE. 2012; 8317(831720).
2012
Markus B. Huber; Chien-Chun Yang; Julio Carballido-Gamio; Jan S. Bauer; Thomas Baum; Mahesh B. Nagarajan; Felix Eckstein; Eva-Maria Lochmüller; Sharmila Majumdar; Thomas M. Link; Axel Wismüller. "Predicting the biomechanical strength of proximal femur specimens with bone mineral density features and support vector regression" . Proceedings of SPIE. 2012; 8315(83151W).
2012
Markus B. Huber; Chien-Chun Yang; Mahesh B. Nagarajan; Felix Eckstein; Axel Wismüller. "Bone mineral density features and support vector regression for predicting the biomechanical strength of proximal femur specimens". Center of Emerging and Innovative Sciences University Technology Showcase. 2012; .
6/2011
Huber MB, Lancianese SL, Nagarajan MB, Ikpot IZ, Lerner AL, Wismuller A. "Prediction of biomechanical properties of trabecular bone in MR images with geometric features and support vector regression." IEEE transactions on bio-medical engineering.. 2011 Jun; 58(6):1820-6. Epub 2011 Feb 28.
4/2011
Huber MB, Nagarajan MB, Leinsinger G, Eibel R, Ray LA, Wismüller A. "Performance of topological texture features to classify fibrotic interstitial lung disease patterns." Medical physics.. 2011 Apr; 38(4):2035-44.
2011
Axel Wismüller. "Computational intelligence in biomedical imaging: multidimensional analysis of spatio-temporal patterns" . Computer Science Research and Development. 2011; 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. 2011; 74(9): 1340-1350.
2011
Markus B. Huber; Mahesh B. Nagarajan; Gerda Leinsinger; Lawrence A. Ray; Axel Wismüller. "Performance of topological texture features to classify interstitial lung disease patterns" . Medical Physics. 2011; 38(4): 2035-2044.
2011
Markus B. Huber; Sarah L. Lancianese; Imoh Ikpot; Mahesh B. Nagarajan; Amy L. Lerner; Axel Wismüller. "Prediction of biomechanical properties of trabecular bone in MR images with geometric features and support vector regression." IEEE Transactions on Biomedical Engineering. 2011; 58(6): 1820-1826.
2011
Axel Wismüller. "A computational framework for nonlinear dimensionality reduction of large data sets: the Exploratory Inspection Machine (XIM)" . arXiv.org. 2011; arXiv:1106.2156.
2011
Mahesh B. Nagarajan; Xiaoxing Han; Markus B. Huber; Thomas H. Foster; Edward B. Brown; Axel Wismüller. "Quantitative analysis of tumor matrix patterns through statistical and topological texture features" . Proceedings of SPIE. 2011; 7965(79651E).
2011
Markus B. Huber; Kerstin Bunte; Mahesh B. Nagarajan; Michael Biehl; Lawrence A. Ray; Axel Wismüller. "Texture feature selection with relevance learning to classify interstitial lung disease patterns" . Proceedings of SPIE. 2011; 7963(796318).
2011
Markus B. Huber; Mahesh B. Nagarajan; Gerda Leinsinger; Lawrence A. Ray; Axel Wismüller. "Estimating local scaling properties for the classification of interstitial lung disease patterns" . Proceedings of SPIE. 2011; 7963(79631Q).
2011
Mahesh B. Nagarajan; Markus B. Huber; Thomas Schlossbauer; Lawrence A. Ray; Andrzej Krol; Axel Wismüller. "Lesion classification on breast MRI through topological characterization of morphology over time" . Proceedings of SPIE. 2011; 7963(79631U).
2011
Andrzej Krol; Zhaoxia Yang; Yuesheng Xu; Axel Wismüller; David H. Feiglin. "Modified total variation norm for the maximum a posteriori ordered subsets expectation maximization reconstruction in fan-beam SPECT brain perfusion imaging" . Proceedings of SPIE. 2011; 7961(796140).
2011
Andrzej Krol; Zhaoxia Yang; Yuesheng Xu; Axel Wismüller; David H. Feiglin. "Modified total variation norm for the maximum a posteriori ordered subsets expectation maximization reconstruction in fan-beam SPECT brain perfusion imaging" . Proceedings of SPIE. 2011; 7961(796140).
2011
Markus B. Huber; Mahesh B. Nagarajan; Lawrence A. Ray; Axel Wismüller. "Computer-aided analysis of interstitial lung disease patterns in chest computer tomography". Center of Emerging and Innovative Sciences University Technology Showcase. 2011; .
2011
Markus B. Huber; Mahesh B. Nagarajan; Gerda Leinsinger; Lawrence A. Ray; Roger Eibel; Axel Wismüller. "Estimating local scaling properties for tissue classification in chest CT". Radiological Society of North America Scientific Meeting. 2011; SSM19-05.
2011
Mahesh B. Nagarajan; Markus B. Huber; Thomas Schlossbauer; Gerda Leinsinger; Andrzej Krol; Axel Wismüller. "Dynamic quantification of lesion enhancement patterns in dynamic contrast-enhanced breast MRI using topological texture features". Radiological Society of North America Scientific Meeting. 2011; LL-PHS-SU1B.
2011
Mahesh B. Nagarajan; Paola Coan; Markus B. Huber; Christian Glaser; Maximilian F. Reiser; Axel Wismüller. "Phase contrast computed tomography: computer-aided image analysis of osteoarthritic and healthy chondrocyte patterns in human patella cartilage". Radiological Society of North America Scientific Meeting. 2011; LL-PHS-SU1A.
2010
Kerstin Bunte; Barbara Hammer; Axel Wismüller; Michael Biehl. "Adaptive local dissimilarity measures for discriminative dimension reduction of labeled data" . Neurocomputing. 2010; 73(7-9): 1074-1092.
2010
Axel Wismüller; Oliver Lange; Dorothee P. Auer; Gerda Leinsinger. "Model-free functional MRI analysis for detecting low-frequency functional connectivity in the human brain" . Proceedings of SPIE. 2010; 7624(76241M): DOI: 10.1117/12.843014.
2010
Kerstin Bunte; Barbara Hammer; Thomas Villmann; Michael Biehl; Axel Wismüller. "Exploratory observation machine (XOM) with Kullback-Leibler divergence for dimensionality reduction and visualization" . European Symposium on Artificial Neural Networks. 2010; .
2010
Markus B. Huber; Mahesh Nagarajan; Gerda Leinsinger; Lawrence A. Ray; Axel Wismüller. "Classification of interstitial lung disease patterns with topological texture features" . Proceedings of SPIE. 2010; 7624(762410): DOI: 10.1117/12.844318.
2010
Markus B. Huber; Sarah L. Lancianese; Imoh Ikpot; Mahesh B. Nagarajan; Amy L. Lerner; Axel Wismüller. "Prediction of biomechanical trabecular bone properties with geometric features using MR imaging" . Proceedings of SPIE. 2010; 7626(76261O): DOI: 10.1117/12.845022.
2010
Mahesh B. Nagarajan; Markus B. Huber; Thomas Schlossbauer; Gerda Leinsinger; Axel Wismüller. "Analysis of breast lesions on contrast-enhanced magnetic resonance images using high dimensional texture features" . Proceedings of SPIE. 2010; 7624(76241G): DOI: 10.1117/12.844552.
2010
Markus B. Huber; Kerstin Bunte; Mahesh Nagarajan; Gerda Leinsinger; Lawrence A. Ray; Axel Wismüller. "Identification of relevant texture features for the classification of interstitial lung disease patterns". Radiological Society of North America Scientific Meeting. 2010; SSA19-09.
2010
Markus B. Huber; Sarah Lancianese; Imoh Ikpot; Mahesh Nagarjan; Amy L. Lerner; Axel Wismüller. "Prediction of biomechanical trabecular bone properties with geometric features using MR imaging". Radiological Society of North America Scientific Meeting. 2010; SSM22-01.
2010
Imoh Z. Ikpot; Markus B. Huber; Sarah L. Lancianese; Mahesh Nagarajan; Amy L. Lerner; Axel Wismüller. "Enhancing predictions of trabecular bone yield strength through MR imaging". Proceedings of Biomedical Engineering Society (BMES) Annual Fall Meeting. 2010; .
2010
Imoh Z. Ikpot; Markus B. Huber; Sarah L. Lancianese; Amy L. Lerner; Axel Wismüller. "Predicting trabecular bone biomechanical and micro-CT properties by applying geometric features to MR images". Proceedings of the 56th Annual Meeting of the Orthopaedic Research Society. 2010; : 333.
2010
Axel Wismüller; John-Aldo Lee; Michel Verleysen; Michael Aupetit. "Recent advances in nonlinear dimensionality reduction, manifold and topological learning" . European Symposium on Artificial Neural Networks. 2010; .
2009
Anke Meyer-Baese; Thomas Schlossbauer; Oliver Lange; Axel Wismüller. "Small lesions evaluation based on unsupervised cluster analysis of signal-intensity time courses in dynamic breast MRI" . International Journal of Biomedical Imaging. 2009; Vol. 2009: Article 31.
2009
Axel Wismüller. "Segmentation with neural networks" . In: Isaac N. Bankman (Ed.) Handbook of Medical Imaging. 2009; Academic Press(2nd Edition. ISBN 0-12-077790-8): 113-143.
2009
Axel Wismüller. "A Computational Framework for Exploratory Data Analysis in Biomedical Imaging" . Proceedings of SPIE. 2009; 7262(726206).
2009
Axel Wismüller. "The exploration machine – a novel method for analyzing high-dimensional data in computer-aided diagnosis" . Proceedings of SPIE. 2009; 7260(72600G): DOI: 10.1117/12.813892.
2009
Frank Steinbrücker; Anke Meyer-Bäse; Axel Wismüller; Thomas Schlossbauer. "Application and evaluation of a motion compensation technique to breast MRI" . Proceedings of SPIE. 2009; 7347(73470J): DOI: 10.1117/12.818559.
2009
Axel Wismüller. "The exploration machine – a novel method for structure-preserving dimensionality reduction" . European Symposium on Artificial Neural Networks. 2009; : 59-64.
2009
Axel Wismüller. "A computational framework for exploratory data analysis" . European Symposium on Artificial Neural Networks. 2009; : 547-552.
2009
Axel Wismüller. "The exploration machine – a novel method for data visualization" . Lecture Notes in Computer Science. 2009; 5629: 344-352, DOI: 10.1007/978-3-642-02397-2_39.
2009
Axel Wismüller. "A computational framework for nonlinear dimensionality reduction and clustering" . Lecture Notes in Computer Science. 2009; 5629: 334-343, DOI: 10.1007/978-3-642-02397-2_38.
2009
Markus B. Huber; Mahesh Nagarajan; Gerda Leinsinger; Lawrence A. Ray; Axel Wismüller. "Classification of interstitial lung disease patterns with topological texture features". Radiological Society of North America Scientific Meeting. 2009; : 468.
2009
Mahesh B. Nagarajan; Markus B. Huber; Thomas Schlossbauer; Gerda Leinsinger; Axel Wismüller. "Classification of benign and malignant lesion character in breast MRI using topological texture features". Radiological Society of North America Scientific Meeting. 2009; : 607.
2009
Axel Wismüller; Oliver Lange; Claudia Krammer; Thomas Schlossbauer; Maximilian Reiser; Gerda Leinsinger. "Neural network analysis of side-specific 99mTc MAG3 renal scintigraphy in children". Radiological Society of North America Scientific Meeting. 2009; : 603-604.
10/12/2008
Meyer-Baese A, Lange O, Schlossbauer T, Wismüller A. "COMPUTER-AIDED DIAGNOSIS AND VISUALIZATION BASED ON CLUSTERING AND INDEPENDENT COMPONENT ANALYSIS FOR BREAST MRI." Proceedings. 2008 Oct 12; 2008:3000-3003.
1/2008
Schlossbauer T, Leinsinger G, Wismuller A, Lange O, Scherr M, Meyer-Baese A, Reiser M. "Classification of small contrast enhancing breast lesions in dynamic magnetic resonance imaging using a combination of morphological criteria and dynamic analysis based on unsupervised vector-quantization." Investigative radiology.. 2008 Jan; 43(1):56-64.
2008
Thomas Schlossbauer; Gerda Leinsinger; Axel Wismüller; Oliver Lange; Michael Scherr; Anke Meyer-Baese; Maximilian Reiser. "Classification of small contrast enhancing breast lesions in dynamic magnetic resonance imaging using a combination of morphological criteria and dynamic analysis based on unsupervised vector quantization" . Investigative Radiology. 2008; 43(1): 56-64.
2008
Anke Meyer-Bäse; Oliver Lange; Thomas Schlossbauer; Axel Wismüller. "Dependent component analysis applied to lesions' characterization in breast MRI" . Proceedings of SPIE. 2008; 6979(69790D).
2008
Axel Wismüller; Oliver Lange; Thomas M. Meindl; Thomas Schlossbauer; Dorothee P. Auer; Sven E. Ekholm; Karl Kasischke; Giovanni Schifitto; Anke Meyer-Bäse; Maximilian F. Reiser; Nicholas Kuzma; Jianhui Zhong; Per-Lennart Westesson. "Detecting low-frequency functional connectivity in resting state fMRI of the human brain using neural network clustering techniques". Radiological Society of North America Scientific Meeting. 2008; .
2008
Axel Wismüller; Johannes Behrends; Phil Hoole; Gerda 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" . Lecture Notes in Computer Science. 2008; 5242: 306-312.
2008
Axel Wismüller; Johannes Behrends; Gerda Leinsinger; Phil Hoole; Rick Waugh; Nicholas Kuzma; David Waldman; Maximilian F. Reiser; Thomas Schlossbauer; Thomas Meindl; Jianhui Zhong; Sven Ekholm; Per-Lennart Westesson. "Computer-aided segmentation for in vivo 3D human vocal tract analysis during phonation". Proceedings of Biomedical Engineering Society (BMES) Annual Fall Meeting. 2008; .
2008
Axel Wismüller; Gerda Leinsinger; Oliver Lange; Jan-Oliver Janda; Thomas Schlossbauer; Maximilan F. Reiser; Thomas Meindl; Sven Ekholm; Karl Kasischke; Giovanni Schifitto; Nicholas Kuzma; Per-Lennart Westesson; James Ewing; David Waldman. "How to improve the diagnostic quality of computer-aided diagnosis in dynamic breast MRI by neural network vector quantization". Proceedings of Biomedical Engineering Society (BMES) Annual Fall Meeting. 2008; .
2008
Axel Wismüller; Johannes Behrends; Phil Hoole; Gerda L. Leinsinger; Anke Meyer-Baese; Maximilian F. Reiser. "Computer-aided segmentation and 3D analysis of in vivo MRI examinations of the human vocal tract during phonation". Proceedings of SPIE. 2008; 6916(69160T): DOI: 10.1117/12.770836.
2008
Axel Wismüller; Anke Meyer-Bäse; Oliver Lange. "Intelligent computer-aided diagnosis system for breast MRI combining kinetic and morphological aspects". Proceedings of SPIE. 2008; 6961(69610K).
10/2007
Leidel BA, Kanz KG, Kirchhoff C, Bürklein D, Wismüller A, Mutschler W. "[Cardiac arrest following blunt chest injury. Emergency thoracotomy without ifs or buts?]." Der Unfallchirurg.. 2007 Oct; 110(10):884-90.
2007
Anke Meyer-Baese; 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. 2007; 11(5): 563-573.
2007
Anke Meyer-Baese; Axel Saalbach; Oliver Lange; Axel Wismüller. "Unsupervised clustering of fMRI and MRI time series" . Biomedical Signal Processing and Control. 2007; 2: 295–310.
2007
Axel Wismüller; Anke Meyer-Baese; Gerda L. Leinsinger; Oliver Lange; Thomas Schlossbauer; Maximilian F. Reiser. "Neural network vector quantization improves the diagnostic quality of computer-aided diagnosis in dynamic breast MRI" . Proceedings of SPIE. 2007; 6514(65141F): DOI: 10.1117/12.708819.
2007
B. A. Leidel; K. G. Kanz; C. Kirchhoff; D. Bürklein, A. Wismüller; W. Mutschler. "Cardiac arrest following blunt chest injury. Emergency thoracotomy without ifs or buts? [In German: Kreislaufstillstand nach stumpfem Thoraxtrauma]" . Der Unfallchirurg. 2007; 110(10): 884-890.
2007
Anke Meyer-Baese; Oliver Lange; Axel Wismüller; Monika K. Hurdal. "Analysis of dynamic susceptibility contrast MRI time series based on unsupervised clustering methods". IEEE Transactions on Information Technology in Biomedicine. 2007; 11(5): 563.
2007
Axel Wismüller. "Computer science in biomedicine: multidimensional analysis of spatio-temporal patterns". Thesis for 'Habilitation' procedure, Department of Clinical Radiology, Faculty of Medicine, Ludwig Maximilians University Munich. 2007; .
5/23/2006
Then Bergh F, Kümpfel T, Schumann E, Held U, Schwan M, Blazevic M, Wismüller A, Holsboer F, Yassouridis A, Uhr M, Weber F, Daumer M, Trenkwalder C, Auer DP. "Monthly intravenous methylprednisolone in relapsing-remitting multiple sclerosis - reduction of enhancing lesions, T2 lesion volume and plasma prolactin concentrations." BMC neurology.. 2006 May 23; 6:19. Epub 2006 May 23.
5/2006
Leinsinger G, Schlossbauer T, Scherr M, Lange O, Reiser M, Wismüller A. "Cluster analysis of signal-intensity time course in dynamic breast MRI: does unsupervised vector quantization help to evaluate small mammographic lesions?" European radiology.. 2006 May; 16(5):1138-46. Epub 2006 Jan 18.
1/2006
Wismüller A, Meyer-Baese A, Lange O, Reiser MF, Leinsinger G. "Cluster analysis of dynamic cerebral contrast-enhanced perfusion MRI time-series." IEEE transactions on medical imaging.. 2006 Jan; 25(1):62-73.
2006
Axel Wismüller; Oliver Lange; Anke Meyer-Bäse; Maximilian F. Reiser; Gerda L. Leinsinger. "Cluster analysis of dynamic cerebral contrast-enhanced perfusion MRI time-series" . IEEE Transactions on Medical Imaging. 2006; 25(1): 62-73.
2006
Axel Wismüller; Anke Meyer-Bäse; Oliver Lange; Thomas Schlossbauer; Maria Kallergi; Maximilian F. Reiser; Gerda Leinsinger. "Segmentation and classification of dynamic breast MR image data" . Journal of Electronic Imaging. 2006; 15: Article 013020.
2006
Gerda Leinsinger; Thomas Schlossbauer; Michael Scherr; Oliver Lange; Anke Meyer-Bäse; Maximilian Reiser; Axel Wismüller. "Cluster analysis of signal-intensity time course in dynamic breast MRI: does unsupervised vector quantization help to evaluate small mammographic lesions?" . European Radiology. 2006; 16(5): 1138-1146.
2006
Florian Then Bergh; Tania Kümpfel; Erina Schumann; Ulrike Held; Michaela Gottschalk; Mirjana Blazevic; Axel Wismüller; Florian Holsboer; Alexander Yassouridis; Manfred Uhr; Frank Weber; Martin Daumer; Claudia Trenkwalder; Dorothee P. Auer. "Monthly intravenous methylprednisolone in relapsing-remitting multiple sclerosis - reduction of enhancing lesions, T2 lesion volume and plasma prolactin concentrations" . BMC Neurology. 2006; 6(19).
2006
Axel Wismüller; Anke Meyer-Baese; Johannes Behrends; Oliver Lange; Mirjana Jukic; Maximilian 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" . Proceedings of the IEEE International Symposium on Biomedical Imaging. 2006; : 1328-1331, DOI: 10.1109/ISBI.2006.1625171.
2006
Oliver Lange; Anke Meyer-Bäse; Axel Wismüller. "Detecting low-frequency functional connectivity in fMRI using unsupervised clustering algorithms". Proceedings of SPIE. 2006; 6247(62470M): DOI: 10.1117/12.660669.
2006
Axel Wismüller. "Exploratory morphogenesis: a novel computational framework for self-organization – cross-fertilization between electrical, biomedical, and computer engineering". Ph.D. thesis, Department of Electrical and Computer Engineering, Technical University of Munich, Germany. 2006; .
2006
Axel Wismüller; Gerda Leinsinger; Thomas, Schloßbauer; Anke Meyer-Baese; Dominik R. Dersch; Oliver Lange; Raffaela Wiegard; Maximilian Reiser. "Computerassistierte Diagnose in der dynamischen Mamma-MRT: Kann maschinelles Lernen durch neuronale Netze die diagnostische Qualität der Analyse suspekter Läsionen verbessern?". RöFo-Fortschritte auf dem Gebiet der Röntgenstrahlen und der bildgebenden Verfahren. 2006; 178(S 1): VO_224_1.
8/2005
Nattkemper TW, Wismüller A. "Tumor feature visualization with unsupervised learning." Medical image analysis.. 2005 Aug; 9(4):344-51.
2005
Tim Wilhelm Nattkemper; Axel Wismüller. "Tumor feature visualization with unsupervised learning" . Medical Image Analysis. 2005; 9(4): 344-351.
2005
Anke Meyer-Bäse; Karsten Jancke; Axel Wismüller; Simon Foo; Thomas Martinetz. "Medical image compression using topology-preserving neural networks" . Engineering Applications of Artificial Intelligence. 2005; 18(4): 383-392.
2005
Axel Wismüller; Anke Meyer-Baese; Johannes Behrends; Mirjana Blazevic; Dorothee Auer; Maximilian Reiser. "Brain volume quantification by neural network based segmentation of multispectral MRI data in patients with multiple sclerosis". Radiological Society of North America Scientific Meeting. 2005; : 527-528.
2005
Anke Meyer-Bäse; Peter Gruber; Fabian J. Theis; Axel Wismüller; Helge Ritter. "Application of unsupervised clustering methods to biomedical image analysis". Proceedings of Workshop on Self-Organizing Maps (WSOM). 2005; : 621-628.
2005
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, DOI: 10.1007/3-540-26431-0_64.
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; 453(155): 106-111.
2005
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" . 2005; : 312-316, DOI: 10.1007/3-540-26431-0_64.
2005
Axel Wismüller; Oliver Lange; Gerda Leinsinger; Anke Meyer-Baese; Dorothee Auer; Dominik Dersch; Johannes Behrends; Maximilian Reiser. "Quantitative Beurteilung explorativer Methoden zur Datenanalyse in der funktionellen MRT". RöFo-Fortschritte auf dem Gebiet der Röntgenstrahlen und der bildgebenden Verfahren. 2005; 177(S 01): VO_3044.
2005
Axel Wismüller; Gerda Leinsinger; Oliver Lange; Anke Meyer-Baese; Dominik Dersch; Johannes Behrends; Stefan Wirth; Maximilian Reiser. "Computerunterstützte Bildanalyse in der dynamischen Perfusions-MRT des Gehirns durch Vektorquantisierung mit neuronalen Netzen". RöFo-Fortschritte auf dem Gebiet der Röntgenstrahlen und der bildgebenden Verfahren. 2005; 177(S 01): VO_3125.
2005
Oliver Lange; Anke Meyer-Bäse; Axel Wismüller; Monika Hurdal. "Analysis of dynamic cerebral contrast-enhanced perfusion MRI time-series based on unsupervised clustering methods" . Proceedings of SPIE. 2005; 5818: 26-37, DOI: 10.1117/12.601005.
8/2004
Meyer-Bäse A, Lange O, Wismüller A, Ritter H. "Model-free functional MRI analysis using topographic independent component analysis." International journal of neural systems.. 2004 Aug; 14(4):217-28.
2/2004
Wismüller A, Meyer-Bäse A, Lange O, Auer D, Reiser MF, Sumners D. "Model-free functional MRI analysis based on unsupervised clustering." Journal of biomedical informatics.. 2004 Feb; 37(1):10-8.
2004
Axel Wismüller; Frank Vietze; Johannes Behrends; Dominik R. Dersch; Klaus Hahn; Maximilian Reiser; Helge Ritter. "Fully-automated biomedical image segmentation by self-organized model adaptation" . Neural Networks. 2004; 17(8-9): 1327-1344.
2004
Axel Wismüller; Anke Meyer-Bäse; Oliver Lange; Dorothee Auer; DeWitt Sumners. "Model-free functional MRI analysis based on unsupervised clustering" . Journal of Biomedical Informatics. 2004; 37(1): 10-18.
2004
Anke Meyer-Bäse; Axel Wismüller; Oliver Lange. "Comparison of two exploratory data analysis methods for fMRI: unsupervised clustering vs. independent component analysis" . IEEE Transactions on Information Technology in Biomedicine. 2004; 8(3): 387-398.
2004
Anke Meyer-Bäse; Oliver Lange; Axel Wismüller; Helge Ritter. "Model-free functional MRI analysis using topographic independent component analysis" . International Journal of Neural Systems. 2004; 14(4): 217-228.
2004
Anke Meyer-Bäse; Michael Georgiopoulos; Karsten Jancke; Axel Wismüller. "Fast K-dimensional tree-structured vector quantization encoding method for image compression" . Optical Engineering. 2004; 43(5): 1012-1013.
2004
Anke Meyer-Bäse; Sergei Pilyugin; Axel Wismüller; Simon Foo. "Local exponential stability of competitive neural networks with different time scales" . Engineering Applications of Artificial Intelligence. 2004; 17(3): 227-232.
2004
Axel Wismueller; Anke Meyer-Base; Oliver Lange; Thomas D. Otto; Dorothee Auer. "Data partitioning and independent component analysis techniques applied to fMRI" . Proceedings of SPIE. 2004; 5439: 104-115, DOI: 10.1117/12.542219.
2004
Anke Meyer-Baese; Axel Wismueller; Oliver Lange; Gerda Leinsinger. "Computer-aided diagnosis in breast MRI based on unsupervised clustering techniques" . Proceedings of SPIE. 2004; 5421: 29-37, DOI: 10.1117/12.542249.
2004
Oliver Lange; Anke Meyer-Baese; Axel Wismueller; Monica Hurdal; DeWitt Sumners; Dorothee Auer. "Model-free functional MRI analysis using improved fuzzy cluster analysis techniques" . Proceedings of SPIE. 2004; 5421: 19-28, DOI: 10.1117/12.541778.
2004
Axel Wismüller; Maximilian Reiser. "Computer-aided diagnosis in medical imaging: machine learning and pattern recognition". Radiological Society of North America Scientific Meeting. 2004; : 457.
2004
Axel Wismüller; Gerda L. Leinsinger; Anke Meyer-Bäse; Raffaela Wiegard; Oliver Lange; Maximilian Reiser. "Computer-aided diagnosis in dynamic breast MRI: Can machine learning improve the diagnostic accuracy in suspicious lesions?". Radiological Society of North America Scientific Meeting. 2004; : 449.
2004
Axel Wismüller; Oliver Lange; Gerda L. Leinsinger; Anke Meyer-Bäse; Dorothee Auer; Maximilian Reiser. "Quantitative evaluation of unsupervised functional MRI data analysis methods". Radiological Society of North America Scientific Meeting. 2004; : 538.
2004
Axel Wismüller; Gerda L. Leinsinger; Oliver Lange; Anke Meyer-Bäse; Maximilian Reiser. "Dynamic perfusion-weighted brain MRI analysis by neural network vector quantization". Radiological Society of North America Scientific Meeting. 2004; : 538-539.
2004
Anke Meyer-Bäse; Fabian J. Theis; Oliver Lange; Axel Wismüller. "Clustering of dependent components: a new paradigm for fMRI signal detection". Proceedings of International Joint Conference on Neural Networks. 2004; : 1947-1952.
2004
Axel Wismüller; Frank Vietze; Johannes Behrends; Anke Meyer-Baese; Maximilian Reiser; Helge Ritter. "Fully automated biomedical image segmentation by self-organized model adaption". Neural Networks. 2004; 17: 1327-1344.
2004
Axel Wismüller; Anke Meyer-Bäse. "Comparison of two exploratory data analysis methods for fMRI". Proceedings of the SPIE Defense and Security Symposion. 2004; .
2004
Anke Meyer-Bäse; Axel Wismüller. "Model-free functional MRI analysis using tree-dependent and topographic independent component analysis". Proceedings of the SPIE Defense and Security Symposion. 2004; .
2004
Claudio Varini; Tim Wilhelm Nattkemper; Andreas Degenhard; Axel Wismüller. "Visualisation of breast tumour DCE-MRI data using LLE". Proceedings of Medical Image Understanding and Analysis (MIUA). 2004; : 97-100.
2004
Claudio Varini; Tim W. Nattkemper; Andreas Degenhard; A. Wismüller. "Breast MRI data analysis by LLE". Proceedings IEEE International Joint Conference on Neural Networks. 2004; 3: 2449-2454.
2004
Thorsten Twellmann; Axel Saalbach; C. Muller; Tim W. Nattkemper; Axel Wismüller. "Detection of suspicious lesions in dynamic contrast enhanced MRI data". 26th Annual International Conference of the IEEE. 2004; 1: 454-457.
2004
Marcus Treitl; Stefan Wirth; Axel Wismüller; Klaus J. Pfeifer; Maximilian Reiser. "Nutzen und Effizienz einer institutseigenen EDV-Gruppe in einer vollständig digitalisierten Röntgenabteilung". RöFo-Fortschritte auf dem Gebiet der Röntgenstrahlen und der bildgebenden Verfahren. 2004; 176(S 1): VO_2026.
2004
Stefan Wirth; Marcus Treitl; Axel Wismüller; Klaus J. Pfeifer; Maximilian Reiser. "Empfehlungen zur Archivierung radiologischer Bilddaten auf der Basis einer Analyse der Zugriffszeiten verschiedener PACS-Archivierungsebenen". RöFo-Fortschritte auf dem Gebiet der Röntgenstrahlen und der bildgebenden Verfahren. 2004; 176(S 1): VO_2021.
2004
Thomas Villmann; Udo Seiffert; Axel Wismüller. "Theory and applications of neural maps." European Symposium on Artificial Neural Networks. 2004; .
2004
Eva M. Schumann; Tanja Kümpfel; T. Schirmer; Miriana Blazevic; Johannes Behrends; Axel Wismüller; Claudia Trenkwalder; Dorothee P. Auer. "Interrelation between MR based surrogate markers of multiple sclerosis, disease severity and altered
neuroendocrinological functioning". Proceedings International Society of Magnetic Resonance in Medicine. 2004; 11: 1509.
2004
Wismüller A, Vietze F, Behrends J, Meyer-Baese A, Reiser M, Ritter H. "Fully automated biomedical image segmentation by self-organized model adaptation." Neural networks : the official journal of the International Neural Network Society.. 2004 17(8-9):1327-44.
2004
Twellmann T, Saalbach A, Müller C, Nattkemper TW, Wismüller A. "Detection of suspicious lesions in dynamic contrast enhanced MRI data." Conference proceedings : ... Annual International Conference of the IEEE Engineering in Medicine and Biology Society.. 2004 1:454-7.
7/2003
Leinsinger G, Teipel S, Wismüller A, Born C, Meindl T, Flatz W, Schönberg S, Pruessner J, Hampel H, Reiser M. "[Volumetric MRI for evaluation of regional pattern and progressin of neocortical degeneration in Alzheimer's disease]." Der Radiologe.. 2003 Jul; 43(7):537-42.
2003
Gerda Leinsinger; Stefan Teipel; Axel Wismüller; Christine Born; Thomas Meindl; W. Flatz; Stefan Schönberg; Jens Pruessner; Harald Hampel; Maximilian Reiser. "Volumetric MRI for evaluation of regional pattern and progression of neocortical degeneration in Alzheimer's disease [In German: MR-Volumetrie zur Darstellung von Verteilung und zeitlicher Abfolge neokortikaler Degeneration bei Morbus Alzheimer]" . Der Radiologe. 2003; 43(7): 537-542.
2003
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.
2003
Thomas D. Otto; Anke Meyer-Baese; Monica Hurdal; DeWitt Sumners; Axel Wismüller; Dorothee Auer. "Model-free functional MRI analysis using transformation-based methods" . Proceedings of SPIE. 2003; 5102: 156-167, DOI: 10.1117/12.487368.
2003
Thomas D. Otto; Anke Meyer-Baese; Monica Hurdal; DeWitt Sumners; Dorothee Auer; Axel Wismüller. "Model-free functional MRI analysis using cluster-based methods" . Proceedings of SPIE. 2003; 5103: 17-24, DOI: 10.1117/12.487254.
2003
Anke Meyer-Bäse; Dorothee Auer; Axel Wismüller. "Topographic independent component analysis for fMRI signal detection" . International Joint Conference on Neural Networks. 2003; 1: 601-605, DOI: 10.1109/IJCNN.2003.1223428.
2003
Anke Meyer-Bäse; Thomas Otto; Thomas Martinetz; Dorothee Auer; Axel Wismüller. "Model-free fMRI analysis using topographic independent component analysis". European Symposium on Artificial Neural Networks. 2003; : 509-514.
2003
Axel Wismüller; Udo Seiffert. "Digital Image Processing with Neural Networks" . European Symposium on Artificial Neural Networks. 2003; .
2003
Johannes Behrends; Axel Wismüller; Phil Hoole. "Ein System zur Bildanalyse des menschlichen Vokaltraktes". Fortschritte der Akustik. 2003; 23: 762-763.
2002
Axel Wismüller; Oliver Lange; Dominik R. Dersch; Gerda Leinsinger; Klaus Hahn; Benno Pütz; Dorothee Auer. "Cluster analysis of biomedical image time-series" . International Journal of Computer Vision. 2002; 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. 2002; 48(1-4): 107-139.
2002
Axel Wismüller; Thomas Villmann. "Exploratory data analysis in medicine and bioinformatics" . European Symposium on Artificial Neural Networks. 2002; .
2001
Axel Wismüller; Oliver Lange; Dominik R. Dersch; Klaus Hahn; Gerda L. Leinsinger. "Neural network analysis of dynamic contrast-enhanced MRI mammography" . Lecture Notes in Computer Science. 2001; 2130: 1000-1005.
2001
Axel Wismüller; Oliver Lange; Dominik R. Dersch; Klaus Hahn; Gerda L. Leinsinger. "Analysis of dynamic perfusion MRI data by neural networks" . European Symposium on Artificial Neural Networks. 2001; : 19-24.
2001
Axel Wismüller; Johannes Behrends; Oliver Lange; Mirjana Jukic; Klaus Hahn; Dorothee Auer; et al. "Flexible machine learning image analysis for high-precision computer-assisted segmentation of multispectral MRI data sets in patients with multiple sclerosis". Radiological Society of North America Scientific Meeting. 2001; 221(Suppl.): 460.
2001
Axel Wismüller; Johannes Behrends; Oliver Lange; Dominik R. Dersch; Gerda L. Leinsinger; Frank Vietze; Klaus Hahn; et al. "Automatic segmentation of cerebral contours in multispectral MRI data sets of the human brain by self-organizing neural networks". Radiological Society of North America Scientific Meeting. 2001; 221(Suppl.): 461.
2001
Axel Wismüller; Gerda L. Leinsinger; Oliver Lange; Christoff Goessl; Dorothee Auer; Klaus Hahn; Dominik R. Dersch. "Visualization of supervised functional MRI data processing methods by unsupervised cluster analysis". Organization for Human Brain Mapping. 2001; .
2001
Gerda L. Leinsinger; Axel Wismüller; Peer Joechel; Oliver Lange; Dirk T. Heiss; Klaus Hahn. "Evaluation of the motor cortex using fMRI and image processing with self-organized cluster analysis by deterministic annealing". Radiological Society of North America Scientific Meeting. 2001; 221(Suppl.): 487.
2001
Axel Wismüller; Claudia Schmid; Klaus Jürgen Pfeifer. "Foundations of Conventional X-ray Imaging (Projection Radiography) [In German: Methodische Grundlagen der konventionellen Röntgendiagnostik (Projektionsradiographie)]". In: Gerda Leinsinger; Klaus Hahn (Eds.): Indications for Diagnostic Imaging [In German: Indikationen zur bildgebenden Diagnostik]. 2001; : 9-30, ISBN 3-540-67130-7.
2001
Axel Wismüller; Oliver Lange; Johannes Behrends; Dominik R. Dersch; Christoff Goessl; Gerda L. Leinsinger; Klaus Hahn; Dorothee Auer. "Visualization of supervised functional MRI data processing methods by unsupervised cluster analysis". NeuroImage. 2001; 13(6): 285.
11/2000
Pfluger T, Vollmar C, Wismüller A, Dresel S, Berger F, Suntheim P, Leinsinger G, Hahn K. "Quantitative comparison of automatic and interactive methods for MRI-SPECT image registration of the brain based on 3-dimensional calculation of error." Journal of nuclear medicine : official publication, Society of Nuclear Medicine.. 2000 Nov; 41(11):1823-9.
2000
Thomas Pfluger; Christian Vollmar; Axel Wismüller; Stefan Dresel; Frank Berger; Patrick Suntheim; Gerda Leinsinger; Klaus Hahn. "Quantitative comparison of automatic and interactive methods for MRI-SPECT image registration of the brain based on 3-dimensional calculation of error" . Journal of Nuclear Medicine. 2000; 41(11): 1823-1829.
2000
Axel Wismüller; Gerda L. Leinsinger; Dominik R. Dersch; Oliver Lange; Michael Scherr; Klaus Hahn; et al. "Neural network processing in contrast-enhanced MRI mammography – unsupervised cluster analysis of signal dynamics time-series by deterministic annealing". Radiological Society of North America Scientific Meeting. 2000; 217 (P)(Suppl.): 208-209.
2000
Axel Wismüller; Gerda L. Leinsinger; Oliver Lange; Christoff Gössl; Dorothee Auer; Klaus Hahn; Dominik R. Dersch; et al. "Unsupervised cluster analysis as a visualization strategy for supervised functional MRI data processing methods". Radiological Society of North America Scientific Meeting. 2000; 217 (P)(Suppl.): 209.
2000
Axel Wismüller; Frank Vietze; Dominik R. Dersch; Klaus Hahn; Helge Ritter. "A neural network approach to adaptive pattern analysis – the deformable feature map". European Symposium on Artificial Neural Networks. 2000; : 189-194.
2000
Phil Hoole; Axel Wismüller; Gerda Leinsinger; Christian Kroos; Anja Geumann; Michiko Inoue. "Analysis of tongue configuration in multi-speaker, multi-volume MRI data" . Proceedings of the 5th Seminar on Speech Production (SPS5) & CREST Workshop on Models of Speech Production. 2000; : 157-160.
2000
Thomas Pfluger; Christian Vollmar; Axel Wismüller; Stefan Dresel; Klaus Hahn; P. A. Winkler; et al. "Quantiative comparison of interactive and automatic methods for MRI-SPECT image registration of the brain based on three-dimensional calculation of error". Radiological Society of North America Scientific Meeting. 2000; 217 (P)(Suppl.): 453-454.
2000
Axel Wismüller; Frank Vietze; Dominik R. Dersch; Gerda 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, DOI: 10.1007/978-3-642-59757-2_22.
2000
Axel Wismüller; Dominik R. Dersch; Bernadette Lipinski; Klaus Hahn; Dorothee Auer. "Hierarchical clustering of functional MRI time-series by deterministic annealing" . Lecture Notes in Computer Science. 2000; 1933: 49-54, DOI: 10.1007/3-540-39949-6_8.
2000
Thomas Pfluger; Christian Vollmar; Axel Wismüller; Stefan Dresel; Klaus Hahn; P. A. Winkler. "Quantitative comparison of interactive and automatic methods for MRI-SPECT image registration of the brain based on three-dimensional calculation of error". Radiology. 2000; 217: 453-454.
1999
Axel Wismüller; Dominik R. Dersch; Frank Vietze; Gerda L. Leinsinger; Klaus Hahn. "fMRI time-series analysis without knowledge of the stimulus: hierarchical unsupervised clustering by deterministic annealing." European Radiology. 1999; 9(Suppl. 1): 279.
1999
Axel Wismüller; Frank Vietze; Dominik R. Dersch; Gerda L. Leinsinger; Thomas Pfluger; Klaus Hahn. "Neural network segmentation and volumetry of multispectral MRI data sets of the human brain". European Radiology. 1999; 9(Suppl. 1): 333.
1999
Axel Wismüller; Frank Vietze; Dominik R. Dersch; Gerda L. Leinsinger; Helge Ritter; Klaus Hahn. "Fully automatic multispectral MRI segmentation of the human brain by self-organized elastic matching of deformable feature maps". European Radiology. 1999; 9(Suppl. 1): 333-334.
1999
Axel Wismüller; Frank Vietze; Dominik R. Dersch; Klaus Hahn; Helge Ritter. "A neural network approach to adaptive pattern analysis – the deformable feature map". Proceedings of the 4th International Workshop on Neural Networks in Applications. 1999; : 63-68.
1999
Axel Wismüller; Frank Vietze; Dominik R. Dersch; Helge Ritter; Gerda L. Leinsinger; Dirk T. Heiss; Thomas Pfluger; Klaus Hahn. "Vollautomatische Segmentierung multispektraler MRT-Datensätze des menschlichen Gehirns durch elastische Verzerrung deformierbarer Merkmalskarten". Deutscher Röntgenkongress. 1999; Suppl. 1: 37.
1999
Dirk Heiss; Carmen Rehnböck; Adrian Danek; Axel Wismüller; Klaus Hahn. "Funktionelle MRT des Handmotorkortex: Effekt von Kraft und Frequenz der Fingerbewegungen auf die kortikale Aktivität". Deutscher Röntgenkongress. 1999; Suppl. 1: 84.
1999
Axel Wismüller; Dominik R. Dersch; Gerda L. Leinsinger; Klaus Hahn; Dorothee Auer. "fMRI time-series analysis by hierarchical deterministic annealing". 5th International Conference on Human Brain Mapping. 1999; 9(6): 25.
1999
Gerda L. Leinsinger; Dirk Heiss; Carmen Rehnböck; Axel Wismüller; Adrian Danek; Gerhard Hamann; Klaus Hahn. "Effects of force and frequency of finger movements on cortical activity in functional MR imaging". 5th International Conference on Human Brain Mapping. 1999; 9(6): 481.
1999
Axel Wismüller; Dominik R. Dersch; Gerda L. Leinsinger; Klaus Hahn; Dorothee Auer. "Analysis of functional MRI time-series by neural networks - hierarchical clustering by deterministic annealing". Proceedings of the ISCB-GMDS'99. 1999; : 500.
1999
Axel Wismüller; Frank Vietze; Dominik R. Dersch; Klaus Hahn; Helge Ritter. "The deformable feature map – fully-automatic multispectral MRI segmentation of the human brain by self-organized elastic matching". Proceedings of the ISCB-GMDS'99. 1999; : 501.
1999
Axel Wismüller; Frank Vietze; Dominik R. Dersch; Gerda Leinsinger; Helge Ritter; Klaus Hahn; et al. "Adaptive self-organized template matching of the gray-level feature space for automatic segmentation of multispectral MRI data of the human brain". Radiological Society of North America Scientific Meeting. 1999; 213 (P)(Suppl.): 364.
1998
Axel Wismüller; Herbert Jaeger; Helge Ritter; Dominik R. Dersch; Günther Palm. "Self-organization of feature detectors in time-sequences (SOFT) – a neural network approach to multidimensional signal analysis" . Proceedings of the IEEE World Conference on Computational Intelligence. 1998; 1: 575-580, DOI: 10.1109/IJCNN.1998.682331.
1998
Axel Wismüller; Frank Vietze; Dominik R. Dersch; Klaus Hahn; Helge Ritter. "The deformable feature map – adaptive plasticity in function approximation". Proceedings of the 8th International Conference on Artificial Neural Networks. 1998; 1: 123-128.
1998
Axel Wismüller; Dominik R. Dersch; Bernadette Lipinski; Klaus Hahn; Dorothee Auer. "Hierarchical unsupervised clustering of fMRI time-series by deterministic annealing". Proceedings of the Seventh Scientific Meeting of the International Society of Magnetic Resonance in Medicine. 1998; : 412.
1998
Axel Wismüller; Dominik R. Dersch; Bernadette Lipinski; Klaus Hahn; Dorothee Auer. "A neural network approach to functional MRI pattern analysis - clustering of time-series by hierarchical vector quantization". Proceedings of the 8th International Conference on Artificial Neural Networks. 1998; 2: 857-862.
1998
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; : 402-406, DOI: 10.1007/978-3-642-58775-7_79.
1998
Axel Wismüller; Dominik R. Dersch; Bernadette Lipinski; Klaus Hahn; Dorothee Auer. "Hierarchical clustering of fMRI time-series by deterministic annealing". 4th International Conference on Human Brain Mapping. 1998; 7(4): 593.
1998
Axel Wismüller; Dominik R. Dersch; Bernadette Lipinski; Klaus Hahn; Dorothee Auer. "A neural network approach to functional MRI data analysis - clustering of fMRI time-Series by deterministic annealing". Proceedings of the 3rd International Workshop on Neural Networks in Applications NN'98. 1998; .
1998
Axel Wismüller; Frank Vietze; Dominik R. Dersch; Helge Ritter; Gerda Leinsinger; Dirk T. Heiss; Thomas Pfluger; Klaus Hahn. "Self-organized fully automatic MRI segmentation of the human brain by elastic matching of deformable feature maps". Radiological Society of North America Scientific Meeting. 1998; 209(Suppl.): 426.
1998
Axel Wismüller; Frank Vietze; Dominik R. Dersch; Gerda Leinsinger; Thomas Pfluger; Dirk T. Heiss; Klaus Hahn. "Automatische Segmentierung multispektraler MR-Datensätze durch neuronale Netze". Deutscher Röntgenkongress. 1998; : 7.
1998
Thomas Pfluger; Christian Vollmar; Klaus Tatsch; Gerda Leinsinger; Dirk T. Heiss; Axel Wismüller; Klaus Hahn. "3-D-Image Fusion (MRT und ECD-SPECT) des Gehirns: Ermittlung des Überlagerungsfehlers bei drei verschiedenen Matching Algorithmen". Deutscher Röntgenkongress. 1998; : 8.
1998
Axel Wismüller; Frank Vietze; Dominik R. Dersch; Gerda Leinsinger; Dirk T. Heiss; Thomas Pfluger; Klaus Hahn. "Automatic segmentation and volumetry of multispectral MRI data sets of the human brain by self-organizing neural networks". Radiological Society of North America Scientific Meeting. 1998; 209(Suppl.): 399.
1998
Axel Wismüller; Frank Vietze. "Multimodal image fusion – concepts, methods, evaluation of error [In German: Multimodale Bildfusion – Konzepte, Methoden, Fehlerbestimmung]". Technical Report, Department of Radiology, City Center Hospital, University of Munich. 1998; .
1997
Axel Wismüller; Dominik R. Dersch. "Neural network computation in biomedical research: chances for conceptual cross-fertilization". Theory in Biosciences. 1997; 116: 229-240.
1996
Axel Wismüller. "Pattern recognition in neural architecture: phoneme classification in contiuous speech [In German: Mustererkennung in neuronaler Architektur: Phonemklassifikation in kontinuierlichem Sprachfluß]". Master Thesis (Diplomarbeit), Technical University of Munich. 1996; .
1995
Axel Wismüller; Dominik R. Dersch; Sebastian Albrecht; Paul Tavan. "Spracherkennung in neuronaler Architektur: sprecherunabhängige Phonemklassifikation in kontinuierlichem Lautfluß". In: Axel Wismüller and Dominik R. Dersch (Eds.), Symposion über biologische Informationsverarbeitung und Neuronale Netze. 1995; : 195-204.
1992
Axel Wismüller. "On the clinical phenomenology of traumatic lesions of the brachial plexus [In German: Zur klinischen Phänomenologie traumatischer Armplexusläsionen]". Doctorate Thesis, Technical University of Munich. 1992; .