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Dominik Neumann M. Sc.

Alumnus of the Pattern Recognition Lab of the Friedrich-Alexander-Universität Erlangen-Nürnberg

Robust Personalization of Multi-Scale, Multi-Physics Computational Models of the Human Heart with Self-Taught Artificial Agents and Uncertainty Quantification

Publications

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2018 (1 Publications, Talks and Patents)
Monographs
Ultrasound
Springer Cham, 2018 (BiBTeX, Who cited this?)
2016 (3 Publications, Talks and Patents)
Journal Articles
Grbic, Sasa; Easley, Thomas F.; Mansi, Tommaso; Bloodsworth, Charles; Pierce, Eric; Voigt, Ingmar; Neumann, Dominik; Krebs, Julian; Yuh, David; Jensen, Morten; Comaniciu, Dorin; Yoganathan, Ajit
Medical Image Analysis, vol. N/A, no. N/A, pp. N/A, 2016 (BiBTeX, Who cited this?)
Neumann, Dominik; Mansi, Tommaso; Itu, Lucian; Georgescu, Bogdan; Kayvanpour, Elham; Sedaghat-Hamedani, Farbod; Amr, Ali; Haas, Jan; Katus, Hugo; Meder, Benjamin; Steidl, Stefan; Hornegger, Joachim; Comaniciu, Dorin
Medical Image Analysis, Special Issue on the 2015 Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI), vol. 34, pp. 52-64, 2016 (BiBTeX, Who cited this?)
Amr, Ali; Kayvanpour, Elham; Sedaghat-Hamedani, Farbod; Passerini, Tiziano; Mihalef, Viorel; Lai, Alan; Neumann, Dominik; Georgescu, Bogdan; Buss, Sebastian; Mereles, Derliz; Zitron, Edgar; Posch, Andreas; Würstle, Maximilian; Mansi, Tommaso; Katus, Hugo; Meder, Benjamin
Personalized Computer Simulation of Diastolic Function in Heart Failure
Genomics, Proteomics & Bioinformatics, vol. 14, no. 4, pp. 242-252, 2016 (BiBTeX, Who cited this?)
2015 (5 Publications, Talks and Patents)
Journal Articles
Neumann, Dominik; Grbic, Sasa; John, Matthias; Navab, Nassir; Hornegger, Joachim; Ionasec, Razvan
IEEE Transactions on Medical Imaging (TMI), vol. 34, no. 1, pp. 49-60, 2015 (BiBTeX, Who cited this?)
Kayvanpour, Elham; Mansi, Tommaso; Sedaghat-Hamedani, Farbod; Amr, Ali; Neumann, Dominik; Georgescu, Bogdan; Seegerer, Philipp; Kamen, Ali; Haas, Jan; Frese, Karen S; Irawati, Maria; Wirsz, Emil; King, Vanessa; Buss, Sebastian; Mereles, Derliz; Zitron, Edgar; Keller, Andreas; Katus, Hugo A; Comaniciu, Dorin; Meder, Benjamin
Towards Personalized Cardiology: Multi-Scale Modeling of the Failing Heart
PLoS ONE, vol. 10, no. 7, pp. e0134869, 2015 (BiBTeX, Who cited this?)
Articles in Conference Proceedings
Mollero, Roch; Neumann, Dominik; Rohe, Marc-Michel; Datar, Manasi; Lombaert, Herve; Ayache, Nicholas; Comaniciu, Dorin; Ecabert, Olivier; Chinali, Marcello; Rinelli, Gabriele; Pennec, Xavier; Sermesant, Maxime; Mansi, Tommaso
Propagation of Myocardial Fibre Architecture Uncertainty on Electromechanical Model Parameter Estimation: A Case Study
Functional Imaging and Modeling of the Heart (8th International Conference on Functional Imaging and Modeling of the Heart), Maastricht, 25.07.2015, pp. 448-456, 2015, ISBN 978-3-319-20308-9 (BiBTeX, Who cited this?)
Neumann, Dominik; Mansi, Tommaso; Itu, Lucian; Georgescu, Bogdan; Kayvanpour, Elham; Sedaghat-Hamedani, Farbod; Haas, Jan; Katus, Hugo; Meder, Benjamin; Steidl, Stefan; Hornegger, Joachim; Comaniciu, Dorin
Medical Image Computing and Computer-Assisted Intervention – MICCAI 2015 (18th International Conference on Medical Image Computing and Computer-Assisted Intervention), Munich, 06.09.2015, pp. 442-449, 2015 (BiBTeX, Who cited this?)
Talks
at TUM (18th International Conference on Medical Image Computing and Computer-Assisted Intervention) in München (06.09)
2014 (7 Publications, Talks and Patents)
Journal Articles
Zettinig, Oliver; Mansi, Tommaso; Neumann, Dominik; Georgescu, Bogdan; Rapaka, Saikiran; Seegerer, Philipp; Kayvanpour, Elham; Sedaghat-Hamedani, Farbod; Amr, Ali; Haas, Jan; Steen, Henning; Katus, Hugo; Meder, Benjamin; Navab, Nassir; Kamen, Ali; Comaniciu, Dorin
Data-Driven Estimation of Cardiac Electrical Diffusivity from 12-Lead ECG Signals
Medical Image Analysis, vol. 18, no. 8, pp. 1361-1376, 2014 (BiBTeX, Who cited this?)
Articles in Conference Proceedings
Neumann, Dominik; Mansi, Tommaso; Grbic, Sasa; Voigt, Ingmar; Georgescu, Bogdan; Kayvanpour, Elham; Amr, Ali; Sedaghat-Hamedani, Farbod; Haas, Jan; Katus, Hugo; Meder, Benjamin; Hornegger, Joachim; Kamen, Ali; Comaniciu, Dorin
2014 IEEE 11th International Symposium on Biomedical Imaging (ISBI), Beijing, China, 29.04.2014, pp. 935-938, 2014, ISBN 978-1-4673-1961-4 (BiBTeX, Who cited this?)
Neumann, Dominik; Mansi, Tommaso; Georgescu, Bogdan; Kamen, Ali; Kayvanpour, Elham; Amr, Ali; Sedaghat-Hamedani, Farbod; Haas, Jan; Katus, Hugo; Meder, Benjamin; Hornegger, Joachim; Comaniciu, Dorin
Medical Image Computing and Computer-Assisted Intervention -- MICCAI 2014 (International Conference on Medical Image Computing and Computer-Assisted Intervention), Cambridge, MA, 09.2014, pp. 9-16, 2014 (BiBTeX, Who cited this?)
Seegerer, Philipp; Mansi, Tommaso; Jolly, Marie-Pierre; Neumann, Dominik; Georgescu, Bogdan; Kamen, Ali; Kayvanpour, Elham; Amr, Ali; Sedaghat-Hamedani, Farbod; Haas, Jan; Katus, Hugo; Meder, Benjamin; Comaniciu, Dorin
Proceedings of the 5th International STACOM Workshop (Statistical Atlases and Computational Modeling of the Heart (in conjunction with MICCAI)), Cambridge, MA, 18.09.2014, pp. 1-9, 2014 (BiBTeX, Who cited this?)
Grbic, Sasa; Easley, Thomas F; Mansi, Tommaso; Bloodworth, Charles H; Pierce, Eric L; Voigt, Ingmar; Neumann, Dominik; Krebs, Julian; Yuh, David D; Jensen, Morten O; Comaniciu, Dorin; Yoganathan, Ajit P
Proceedings of the 5th International STACOM Workshop (Statistical Atlases and Computational Modeling of the Heart (in conjunction with MICCAI)), Cambridge, MA, 18.09.2014, pp. 239-248, 2014 (BiBTeX, Who cited this?)
Talks
Automatic Image-to-Model Framework for Patient-specific Electromechanical Modeling of the Heart (Talk)
at IEEE (2014 IEEE 11th International Symposium on Biomedical Imaging (ISBI)) in Beijing, China (01.05)
at Massachusetts Institute of Technology (International Conference on Medical Image Computing and Computer-Assisted Intervention) in Cambridge, MA (16.09)
2013 (5 Publications, Talks and Patents)
Monographs (article)
Consumer Depth Cameras for Computer Vision - Research Topics and Applications Advances in Computer Vision and Pattern Recognition, Springer London, UK, 2013, 27-48 (BiBTeX, Who cited this?)
Articles in Conference Proceedings
Neumann, Dominik; Grbic, Sasa; Mansi, Tommaso; Voigt, Ingmar; Rabbah, Jean-Pierre; Siefert, Andrew; Saikrishnan, Neelakantan; Yoganathan, Ajit; Yuh, David; Ionasec, Razvan
4th International Workshop on Statistical Atalses and Computational Models of the Heart (MICCAI STACOM Workshop), Nagoya, Japan, 26.09.2013, pp. n/a, 2013 (BiBTeX, Who cited this?)
Neumann, Dominik; Grbic, Sasa; John, Matthias; Navab, Nassir; Hornegger, Joachim; Ionasec, Razvan
MICCAI 2013 (Proceedings of 16th International Conference on Medical Image Computing and Computer-Assisted Intervention), Nagoya, Japan, 22.-26.09.2013, pp. 171-178, 2013, ISBN 978-3-642-40810-6 (BiBTeX, Who cited this?)
Talks
at Nagoya University (4th International Workshop on Statistical Atlases and Computational Models of the Heart (MICCAI STACOM Workshop)) in Nagoya, Japan (26.09)
at Nagoya University (16th International Conference on Medical Image Computing and Computer-Assisted Intevention (MICCAI)) in Nagoya, Japan (23.09)
2012 (2 Publications, Talks and Patents)
Journal Articles
Neumann, Helmut; Mewes, Philip; Foertsch, Stefan; Neumann, Dominik; Waldner, Maximilian; Atreya, Raja; Vieth, Michael; Neurath, Markus F.
Entwicklung und Evaluation eines neuen Computer assistierten Algorithmus für die automatische Bestimmung der Entzündungsaktivität bei Patienten mit chronisch entzündlichen Darmerkrankungen mittels konfokaler Laser Endomikroskopie
Zeitschrift für Gastroenterologie, vol. 49, no. 8, pp. P081, 2012 (BiBTeX, Who cited this?)
Neumann, Helmut; Mewes, Philip; Foertsch, Stefan; Neumann, Dominik; Waldner, Maximilian; Vieth, Michael; Neurath, Markus F.
A new computed assisted algorithm allows automatic evaluation of inflammatory activity in inflammatory bowel disease (IBD) using confocal laser endomicroscopy (CLE)
Journal of Crohn's and Colitis, vol. 6, pp. S58, 2012 (BiBTeX, Who cited this?)
2011 (4 Publications, Talks and Patents)
Articles in Conference Proceedings
Mewes, Philip; Neumann, Dominik; Licegevic, Oleg; Simon, Johannes; Juloski, Aleksandar Lj.; Angelopoulou, Elli
Lecture Notes in Computer Science ((MICCAI) Medical Image Computing and Computer-Assisted Intervention - MICCAI 2011), Toronto, Canada, 18-22.09.2011, vol. 6893, pp. 137-144, 2011, ISBN 978-3-642-23622-8 (BiBTeX, Who cited this?)
Proceedings of SPIE Medical Imaging 2011 (SPIE Medical Imaging 2011: Colon and Other Gastrointestinal CAD), Lake Buena Vista, FL, USA, 15.02 - 17.02.2011, vol. 7963, pp. 79631I, 2011, ISBN 9780819485052 (BiBTeX, Who cited this?)
IEEE International Conference on Computer Vision (ICCV) Workshops (IEEE Workshop on Consumer Depth Cameras for Computer Vision (CDC4CV)), Barcelona, Spain, 12.11.2011, pp. 1161-1167, 2011 (BiBTeX, Who cited this?)
Talks
at IEEE Computer Society (IEEE International Conference on Computer Vision (ICCV) Workshops (IEEE Workshop on Consumer Depth Cameras for Computer Vision (CDC4CV))) in Barcelona, Spain (12.11)