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Fine-tuning deep learning model parameters for improved super-resolution of dynamic MRI with prior-knowledge

Author:Chompunuch Sarasaen  Soumick Chatterjee  Fatima Saad  Mario Breitkopf  Andreas Nürnberger  Oliver Speck  

Session Type:Digital Poster  

Session Date:Tuesday, 18 May 2021  

Topic:Machine Learning for Data Acquisition & Image Reconstruction  

Session Name:Machine Learning: Removing Artifacts & Improving Resolution  

Program Number:1778  

Room Session:Concurrent 1  

Institution:Center for Behavioral Brain Sciences  Otto von Guericke University  Leibniz Institute for Neurobiology  German Center for Neurodegenerative Disease  

Going beyond the image space: undersampled MRI reconstruction directly in the k-space using a complex valued residual neural network

Author:Soumick Chatterjee  Chompunuch Sarasaen  Alessandro Sciarra  Mario Breitkopf  Steffen Oeltze-Jafra  Andreas Nürnberger  Oliver Speck  

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:1757  

Room Session:Concurrent 1  

Institution:Medical Faculty, University Hopspital  Otto von Guericke University  German Centre for Neurodegenerative Diseases  Center for Behavioral Brain Sciences  Leibniz Institute for Neurobiology