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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  

Resolving to super resolution multi-dimensional diffusion imaging (Super-MUDI)

Author:Vishwesh Nath  Marco Pizzolato  Marco Palombo  Noemi Gyori  Kurt Schilling  Colin Hansen  Qi Yang  Praitayini Kanakaraj  Bennett Landman  Soumick Chatterjee  Alessandro Sciarra  Max Duennwald  Steffen Oeltze-Jafra  Andreas Nuernberger  Oliver Speck  Tomasz Pieciak  Marcin Baranek  Kamil Bartocha  Dominika Ciupek  Fabian Bogusz  Azam Hamidinekoo  Maryam Afzali  Harry Lin  Danny Alexander  Haoyu Lan  Farshid Sepehrband  Zifei Liang  Tung-Yeh Wu  Ching-Wei Su  Qian-Hua Wu  Zi-You Liu  Yi-Ping Chao  Enes Albay  Gozde Unal  Dmytro Pylypenko  Xinyu Ye  Fan Zhang  Jana Hutter  

Session Type:Oral  

Session Date:Monday, 17 May 2021  

Topic:Diffusion Acquisition & Post-Processing  

Session Name:Diffusion Acquisition & Post-Processing  

Program Number:0103  

Room Session:Concurrent 6  

Institution:NVIDIA Corporation  AGH University of Science and Technology  Cardiff University  Harvard Medical School  Institute of Cancer Research  Istanbul Technical University  King's College London  NYU Langone  Otto von Guericke University  Technical University of Denmark  Tsinghua University  University College London  University of Southern California  Vanterbilt University  École polytechnique fédérale de Lausanne (EPFL)  

Unsupervised reconstruction based anomaly detection using a Variational Auto Encoder

Author:Soumick Chatterjee  Alessandro Sciarra  Max Dünnwald  Shubham Kumar Agrawal  Pavan Tummala  Disha Setlur  Aman Kalra  Aishwarya Jauhari  Steffen Oeltze-Jafra  Oliver Speck  Andreas Nürnberger  

Session Type:Digital Poster  

Session Date:Tuesday, 18 May 2021  

Topic:Machine Learning for Image Analysis  

Session Name:Machine Learning for Image Analysis  

Program Number:2399  

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