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BayesTract: Automated machine learning based brain artery segmentation, anatomical prior annotation and feature-extraction in MR Angiography

Author:Abrar Faiyaz  Nhat Hoang  Alan Finkelstein  Jianhui Zhong  Marvin Doyley  Henry Wang  Md Nasir Uddin  Giovanni Schifitto  

Session Type:Power Pitch Poster  

Session Date:Monday, 09 May 2022  

Topic:

Session Name:Poster: Deep/Machine Learning-Based Image Analysis & Application  

Program Number:0169  

Room Session:Power Pitch Theatre 1  

Institution:University of Rochester  University of Rochester Medical Center  

Deep learning-based high-resolution pseudo-CT to detect cranial bone abnormalities for pediatric patients using MRI

Author:Parna Eshraghi Boroojeni  Yasheng Chen  Cihat Eldeniz  Paul Commean  Gary Skolnick  Kamlesh Patel  Hongyu An  

Session Type:Power Pitch Poster  

Session Date:Monday, 09 May 2022  

Topic:

Session Name:Poster: Deep/Machine Learning-Based Image Analysis & Application  

Program Number:0174  

Room Session:Power Pitch Theatre 1  

Institution:Washington University in Saint Louis  

Learning to segment brain tumours using an explainable classifier

Author:Soumick Chatterjee  Hadya Yassin  Florian Dubost  Andreas Nürnberger  Oliver Speck  

Session Type:Power Pitch Poster  

Session Date:Monday, 09 May 2022  

Topic:

Session Name:Poster: Deep/Machine Learning-Based Image Analysis & Application  

Program Number:0171  

Room Session:Power Pitch Theatre 1  

Institution:Otto von Guericke University Magdeburg  Stanford University  German Centre for NeurodegenerativeDiseases  Center for Behavioral Brain Sciences  Leibniz Institute for Neurobiology  

Multi-scale UNet with Self-Constructing Graph Latent for Deformable Image Registration

Author:Soumick Chatterjee  Himanshi Bajaj  Mohammad Istiyak Hossain Siddiquee  Nandish Subbarayappa  Steve Simon  Suraj Shashidhar  Oliver Speck  Andreas Nürnberger  

Session Type:Power Pitch Poster  

Session Date:Monday, 09 May 2022  

Topic:

Session Name:Poster: Deep/Machine Learning-Based Image Analysis & Application  

Program Number:0173  

Room Session:Power Pitch Theatre 1  

Institution:Otto von Guericke University Magdeburg  German Centre for NeurodegenerativeDiseases  Center for Behavioral Brain Sciences  Leibniz Institute for Neurobiology  

Rapid 3D Quantitative Mapping of Brain Metastases with Deep Learning-Based Phase-Sensitive MR fingerprinting

Author:Victoria Yu  Kathryn Tringale  Ricardo Otazo  Ouri Cohen  

Session Type:Power Pitch Poster  

Session Date:Monday, 09 May 2022  

Topic:

Session Name:Poster: Deep/Machine Learning-Based Image Analysis & Application  

Program Number:0177  

Room Session:Power Pitch Theatre 1  

Institution:Memorial Sloan Kettering Cancer Center  

StRegA: Unsupervised Anomaly Detection in Brain MRIs using Compact Context-encoding Variational Autoencoder

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

Session Type:Power Pitch Poster  

Session Date:Monday, 09 May 2022  

Topic:

Session Name:Poster: Deep/Machine Learning-Based Image Analysis & Application  

Program Number:0172  

Room Session:Power Pitch Theatre 1  

Institution:Medical Faculty, University Hospital  Otto von Guericke University Magdeburg  Center for Behavioral Brain Sciences  German Centre for NeurodegenerativeDiseases  Leibniz Institute for Neurobiology  

SWISeR: Multi-Field Susceptibility-Weighted Image Super-Resolution

Author:Alexandra Roberts  Pascal Spincemaille  Ilhami Kovanlikaya  Apostolos John Tsiouris  Thanh Nguyen  Yi Wang  

Session Type:Power Pitch Poster  

Session Date:Monday, 09 May 2022  

Topic:

Session Name:Poster: Deep/Machine Learning-Based Image Analysis & Application  

Program Number:0176  

Room Session:Power Pitch Theatre 1  

Institution:Cornell University  Weill Cornell Medicine  

Triplanar Ensemble Detection Network (TPE-Det): A Single End-to-End Model for Efficient Detection of Cerebral Microbleeds in MR Images

Author:Haejoon Lee  Mohammed Al-masni  Jun-Ho Kim  Seul Lee  Kyu-Jin Jung  Woo-Ram Kim  Young Noh  Dong-Hyun Kim  

Session Type:Power Pitch Poster  

Session Date:Monday, 09 May 2022  

Topic:

Session Name:Poster: Deep/Machine Learning-Based Image Analysis & Application  

Program Number:0170  

Room Session:Power Pitch Theatre 1  

Institution:Gachon University  Yonsei University  Gil Medical Center  

Unsupervised correction network for Nyquist ghost artifact and geometry distortion in echo planar imaging

Author:Jeewon Kim  Kinam Kwon  Seohee So  Byungjai Kim  Wonil Lee  Hyunwook Park  

Session Type:Power Pitch Poster  

Session Date:Monday, 09 May 2022  

Topic:

Session Name:Poster: Deep/Machine Learning-Based Image Analysis & Application  

Program Number:0167  

Room Session:Power Pitch Theatre 1  

Institution:Korea Advanced Institute of Science and Technology (KAIST)  Korea Institute of Science and Technology  

An unsupervised deep learning method for affine registration of multi-contrast brain MR images

Author:Srivathsa Pasumarthi Venkata  Ben Duffy  Keshav Datta  

Session Type:Power Pitch Poster  

Session Date:Monday, 09 May 2022  

Topic:

Session Name:Poster: Deep/Machine Learning-Based Image Analysis & Application  

Program Number:0168  

Room Session:Power Pitch Theatre 1  

Institution:Subtle Medical Inc  

ViT-PU-Net: Volumetric Phase Unwrapping for MR images based on Vision Transformer

Author:Soohyun Jeon  Kanghyun Ryu  Dong-Hyun Kim  

Session Type:Power Pitch Poster  

Session Date:Monday, 09 May 2022  

Topic:

Session Name:Poster: Deep/Machine Learning-Based Image Analysis & Application  

Program Number:0175  

Room Session:Power Pitch Theatre 1  

Institution:Stanford University  Yonsei University