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Accelerated respiratory-resolved 4D-MRI with separable spatio-temporal neural networks

Author:Maarten Terpstra  Matteo Maspero  Joost Verhoeff  Cornelis van den Berg  

Session Type:Power Pitch  

Session Date:Tuesday, 10 May 2022  

Topic:Module 5: Machine Learning/Artificial Intelligence  

Session Name:Pitch: Image Acquisition, Reconstruction & Modeling  

Program Number:0305  

Room Session:Power Pitch Theatre 2  

Institution:University Medical Center Utrecht  

Assessment of resolution and noise in MR images reconstructed by data driven approaches

Author:Katja Lauer  Jonas Kleineisel  Alfio Borzì  Thorsten Bley  Herbert Köstler  Tobias Wech  

Session Type:Power Pitch  

Session Date:Tuesday, 10 May 2022  

Topic:Module 5: Machine Learning/Artificial Intelligence  

Session Name:Pitch: Image Acquisition, Reconstruction & Modeling  

Program Number:0303  

Room Session:Power Pitch Theatre 2  

Institution:University Hospital Würzburg  University of Würzburg  

Comparison of Self-Supervised Image Reconstruction Methods for Undersampled Image Reconstruction: Validation in a Realistic Setting

Author:Thomas Yu  Tom Hilbert  Gian Franco Piredda  Erick Canales-Rodriguez  Tobias Kober  Jean-Philippe Thiran  

Session Type:Power Pitch  

Session Date:Tuesday, 10 May 2022  

Topic:Module 5: Machine Learning/Artificial Intelligence  

Session Name:Pitch: Image Acquisition, Reconstruction & Modeling  

Program Number:0304  

Room Session:Power Pitch Theatre 2  

Institution:Signal Processing Lab 5 (LTS5), Ecole Polytechnique Fédérale de Lausanne  Advanced Clinical Imaging Technology, Siemens Healthcare  Department of Radiology, Lausanne University Hospital and University of Lausanne  Medical Image Analysis Laboratory, Center  

The deep SECRET to accelerated first-pass perfusion cardiac MRI

Author:Elena Martín-González  Ebraham Alskaf  Amedeo Chiribiri  Pablo Casaseca-de-la-Higuera  Carlos Alberola-López  Rita G. Nunes  Teresa Correia  

Session Type:Power Pitch  

Session Date:Tuesday, 10 May 2022  

Topic:Module 5: Machine Learning/Artificial Intelligence  

Session Name:Pitch: Image Acquisition, Reconstruction & Modeling  

Program Number:0299  

Room Session:Power Pitch Theatre 2  

Institution:Institute for Systems and Robotics  King’s College London  Universidad de Valladolid  Centre for Marine Sciences - CCMAR  Universidade de Lisboa  

Mitigating synthetic T2-FLAIR artifacts in 2D MAGiC using keyhole and deep learning based image reconstruction

Author:Sudhanya Chatterjee  Naoyuki Takei  Rohan Patil  Sugmin Gho  Suchandrima Banerjee  Florian Wiesinger  Dattesh Shanbhag  

Session Type:Power Pitch  

Session Date:Tuesday, 10 May 2022  

Topic:Module 5: Machine Learning/Artificial Intelligence  

Session Name:Pitch: Image Acquisition, Reconstruction & Modeling  

Program Number:0306  

Room Session:Power Pitch Theatre 2  

Institution:GE Healthcare  

Motion2Recon: A Motion-Robust Semi-Supervised Framework for MR Reconstruction

Author:Harris Beg  Beliz Gunel  Batu Ozturkler  Christopher Sandino  John Pauly  Shreyas Vasanawala  Akshay Chaudhari  Arjun Desai  

Session Type:Power Pitch  

Session Date:Tuesday, 10 May 2022  

Topic:Module 5: Machine Learning/Artificial Intelligence  

Session Name:Pitch: Image Acquisition, Reconstruction & Modeling  

Program Number:0301  

Room Session:Power Pitch Theatre 2  

Institution:California Institute of Technology  Stanford University  

T2-deblurred deep learning super-resolution for turbo spin echo MRI

Author:Zihao Chen  Yibin Xie  Debiao Li  Yijen Wu  Anthony Christodoulou  

Session Type:Power Pitch  

Session Date:Tuesday, 10 May 2022  

Topic:Module 5: Machine Learning/Artificial Intelligence  

Session Name:Pitch: Image Acquisition, Reconstruction & Modeling  

Program Number:0302  

Room Session:Power Pitch Theatre 2  

Institution:Cedars-Sinai Medical Center  University of Pittsburgh  University of California, Los Angeles  

Through-plane diffusion MRI super-resolution with autoencoders: validation on outlier replacement scheme for pre-term baby brains

Author:Hamza Kebiri  Erick Canales-Rodríguez  Priscille de Dumast  Athena Taymourtash  Hélène Lajous  Yasser Alemán-Gómez  Georg Langs  Meritxell Bach Cuadra  

Session Type:Power Pitch  

Session Date:Tuesday, 10 May 2022  

Topic:Module 5: Machine Learning/Artificial Intelligence  

Session Name:Pitch: Image Acquisition, Reconstruction & Modeling  

Program Number:0300  

Room Session:Power Pitch Theatre 2  

Institution:CIBM Center for Biomedical Imaging  Computational Imaging Research Lab, Department of Biomedical Imaging and Image-guided Therapy, Medical University of Vienna  Department of Radiology, Lausanne University Hospital and University of Lausanne  Signal Proce  

Using data-driven Markov chains for MRI reconstruction with Joint Uncertainty Estimation

Author:Guanxiong Luo  Martin Heide  Martin Uecker  

Session Type:Power Pitch  

Session Date:Tuesday, 10 May 2022  

Topic:Module 5: Machine Learning/Artificial Intelligence  

Session Name:Pitch: Image Acquisition, Reconstruction & Modeling  

Program Number:0298  

Room Session:Power Pitch Theatre 2  

Institution:University Medical Center Göttingen  Institute of Medical Engineering  German Centre for Cardiovascular Research (DZHK), Partner Site Göttingen  Cluster of Excellence "Multiscale Bioimaging: from Molecular Machines to Networks of Excitable Cells'' (MBExC)