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Automated Quantification of Ventilation Defects and Heterogeneity in 3D Isotropic 129Xe MRI

Author:Tuneesh Ranota  Fumin Guo  Tingting Wu  Matthew Fox  Alexei Ouriadov  

Session Type:Online Gather.town Pitches  

Session Date:Monday, 09 May 2022  

Topic:Module 5: Machine Learning/Artificial Intelligence  

Session Name:Machine Learning & Artificial Intelligence I  

Program Number:3513  

Room Session:4  

Institution:Lawson Health Research Institute  The University of Western Ontario  University of Toronto  

AUTOMATIC EVALUATION OF HIP ABDUCTOR MUSCLE QUALITY IN HIP OSTEOARTHRITIS

Author:Alyssa Bird  Francesco Caliva  Sharmila Majumdar  Valentina Pedoia  Richard Souza  

Session Type:Online Gather.town Pitches  

Session Date:Monday, 09 May 2022  

Topic:Module 5: Machine Learning/Artificial Intelligence  

Session Name:Machine Learning & Artificial Intelligence I  

Program Number:3521  

Room Session:4  

Institution:University of California, San Francisco  

Efficient Network for Diffusion-Weighted Image Interpolation and Accelerated Shell Sampling

Author:Eric Pierre  Kieran O'Brien  Thorsten Feiweier  Josef Pfeuffer  Daniel Staeb  

Session Type:Online Gather.town Pitches  

Session Date:Monday, 09 May 2022  

Topic:Module 5: Machine Learning/Artificial Intelligence  

Session Name:Machine Learning & Artificial Intelligence I  

Program Number:3522  

Room Session:4  

Institution:Siemens Healthcare GmbH  Siemens Healthcare Pty Ltd  The Florey Institute of Neuroscience  

Improving Synthetic MRI from Estimated Quantitative Maps with Deep Learning

Author:Sidharth Kumar  Jonathan Tamir  

Session Type:Online Gather.town Pitches  

Session Date:Monday, 09 May 2022  

Topic:Module 5: Machine Learning/Artificial Intelligence  

Session Name:Machine Learning & Artificial Intelligence I  

Program Number:3512  

Room Session:4  

Institution:University of Texas at Austin  

A k-space transformer network for undersampled radial MRI

Author:Chang Gao  Shu-Fu Shih  Vahid Ghodrati  Paul Finn  Peng Hu  Xiaodong Zhong  

Session Type:Online Gather.town Pitches  

Session Date:Monday, 09 May 2022  

Topic:Module 5: Machine Learning/Artificial Intelligence  

Session Name:Machine Learning & Artificial Intelligence I  

Program Number:3515  

Room Session:4  

Institution:Siemens Medical Solutions USA, Inc.  University of California Los Angeles  

Noise2DWI: Accelerating Diffusion Tensor Imaging with Self-Supervision and Fine Tuning

Author:Phillip Martin  Maria Altbach  Ali Bilgin  

Session Type:Online Gather.town Pitches  

Session Date:Monday, 09 May 2022  

Topic:Module 5: Machine Learning/Artificial Intelligence  

Session Name:Machine Learning & Artificial Intelligence I  

Program Number:3517  

Room Session:4  

Institution:University of Arizona  

A Ontology-guided Attribute Partitioning Ensemble Learning Model for Early Prediction of Cognitive Deficits using sMRI in Very Preterm Infants

Author:Zhiyuan Li  Hailong Li  Nehal Parikh  Lili He  Adebayo Braimah  Jonathan Dillman  

Session Type:Online Gather.town Pitches  

Session Date:Monday, 09 May 2022  

Topic:Module 5: Machine Learning/Artificial Intelligence  

Session Name:Machine Learning & Artificial Intelligence I  

Program Number:3520  

Room Session:4  

Institution:Cincinnati Children's Hospital Medical Center  University of Cincinnati  

Patch-based AUTOMAP image reconstruction of low SNR 1.5 T human brain MR k-space

Author:Neha Koonjoo  Bo Zhu  Danyal Bhutto  Suresh Joel  Matthew Rosen  

Session Type:Online Gather.town Pitches  

Session Date:Monday, 09 May 2022  

Topic:Module 5: Machine Learning/Artificial Intelligence  

Session Name:Machine Learning & Artificial Intelligence I  

Program Number:3514  

Room Session:4  

Institution:A.A Martinos Center for Biomedical Imaging / MGH  GE Healthcare  Harvard Medical School  Boston University  Harvard University  

Preserving Privacy While Maintaining Consistent Postprocessing Results: Fast and Effective Anonymous Refacing using a 3D cGAN

Author:Nataliia Molchanova  Bénédicte Maréchal  Jean-Philippe Thiran  Tobias Kober  Jonas Richiardi  Till Huelnhagen  

Session Type:Online Gather.town Pitches  

Session Date:Monday, 09 May 2022  

Topic:Module 5: Machine Learning/Artificial Intelligence  

Session Name:Machine Learning & Artificial Intelligence I  

Program Number:3523  

Room Session:4  

Institution:Advanced Clinical Imaging Technology, Siemens Healthcare AG  Lausanne University Hospital and University of Lausanne  Signal Processing Laboratory (LTS 5), Ecole Polytechnique Fédérale de Lausanne (EPFL)  

Self-Supervised Deep Learning for Highly Accelerated 3D Ultrashort Echo Time Pulmonary MRI

Author:Zachary Miller  Kevin Johnson  

Session Type:Online Gather.town Pitches  

Session Date:Monday, 09 May 2022  

Topic:Module 5: Machine Learning/Artificial Intelligence  

Session Name:Machine Learning & Artificial Intelligence I  

Program Number:3516  

Room Session:4  

Institution:University of Wisconsin-Madison  

Undersampling artifact reduction for free-breathing 3D stack-of-radial MRI based on a deep adversarial learning network

Author:Chang Gao  Vahid Ghodrati  Shu-Fu Shih  Holden Wu  Yongkai Liu  Marcel Nickel  Thomas Vahle  Brian Dale  Victor Sai  Ely Felker  Qi Miao  Xiaodong Zhong  Peng Hu  

Session Type:Online Gather.town Pitches  

Session Date:Monday, 09 May 2022  

Topic:Module 5: Machine Learning/Artificial Intelligence  

Session Name:Machine Learning & Artificial Intelligence I  

Program Number:3519  

Room Session:4  

Institution:Siemens Healthcare GmbH  Siemens Medical Solutions USA, Inc.  University of California Los Angeles  

Unsupervised Deep Unrolled Reconstruction Powered by Regularization by Denoising

Author:Peizhou Huang  Chaoyi Zhang  Hongyu Li  Ruiying Liu  Xiaoliang Zhang  Xiaojuan Li  Dong Liang  Leslie Ying  

Session Type:Online Gather.town Pitches  

Session Date:Monday, 09 May 2022  

Topic:Module 5: Machine Learning/Artificial Intelligence  

Session Name:Machine Learning & Artificial Intelligence I  

Program Number:3518  

Room Session:4  

Institution:Cleveland Clinic  SIAT, CAS  State University of New York at Buffalo