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Advances in MRzero - supervised learning of parallel imaging sequences including joint non-Cartesian trajectory and flip angle optimization

Author:Felix Glang  Alexander Loktyushin  Kai Herz  Hoai Dang  Anagha Deshmane  Simon Weinmüller  Arnd Doerfler  Andreas Maier  Bernhard Schölkopf  Klaus Scheffler  Moritz Zaiss  

Session Type:Digital Poster  

Session Date:Thursday, 20 May 2021  

Topic:Optimized Sampling & Sequence Design  

Session Name:Pulse Sequence I  

Program Number:4200  

Room Session:Concurrent 1  

Institution:Friedrich-Alexander-University Erlangen-Nürnberg  Max-Planck Institute for Biological Cybernetics  Max-Planck Institute for Intelligent Systems  University Clinic Erlangen  Eberhard Karls University Tübingen  

MRzero –- Automated invention of MRI sequences using supervised learning

Author:Alexander Loktyushin  Kai Herz  Nam Dang  Felix Glang  Anagha Deshmane  Simon Weinmüller  Arnd Doerfler  Bernhard Schölkopf  Klaus Scheffler  Moritz Zaiss  

Session Type:Digital Poster  

Session Date:Thursday, 20 May 2021  

Topic:Optimized Sampling & Sequence Design  

Session Name:Pulse Sequence I  

Program Number:4199  

Room Session:Concurrent 1  

Institution:Max Planck Institute for Biological Cybernetics  Max Planck Institute for Intelligent Systems  University Clinic Erlangen  Eberhard Karls University Tübingen  

MRzero sequence generation using analytic signal equations as forward model and neural network reconstruction for efficient auto-encoding

Author:Simon Weinmüller  Hoai Nam Dang  Alexander Loktyushin  Felix Glang  Arnd Doerfler  Andreas Maier  Bernhard Schölkopf  Klaus Scheffler  Moritz Zaiss  

Session Type:Digital Poster  

Session Date:Tuesday, 18 May 2021  

Topic:Machine Learning for Data Acquisition & Image Reconstruction  

Session Name:Machine Learning for Data Acquisition & Image Reconstruction  

Program Number:1761  

Room Session:Concurrent 1  

Institution:Empirical Inference  Friedrich-Alexander Universität Erlangen-Nürnberg (FAU)  Magnetic Resonance Center  Pattern Recognition Lab Friedrich-Alexander-University Erlangen-Nürnberg  Eberhard Karls University Tübingen  

MRzero with dAUTOMAP reconstruction– automated invention of MR acquisition and neural network reconstruction

Author:Hoai Nam Dang  Simon Weinmüller  Alexander Loktyushin  Felix Glang  Arnd Dörfler  Andreas Maier  Bernhard Schölkopf  Klaus Scheffler  Moritz Zaiss  

Session Type:Oral  

Session Date:Tuesday, 18 May 2021  

Topic:Machine Learning for Quantitative Imaging  

Session Name:Machine Learning for Quantitative Imaging  

Program Number:0333  

Room Session:Concurrent 1  

Institution:Friedrich-Alexander Universität Erlangen-Nürnberg (FAU)  Max-Planck Institute for Biological Cybernetics  Max-Planck Institute for Intelligent Systems  Eberhard Karls University Tübingen