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1H-MRS and machine learning for predicting voxel-wise histopathology of tumor cells in newly-diagnosed glioma patients

Author:Nate Tran  Jacob Ellison  Oluwaseun Adegbite  James Golden  Yan Li  Joanna Phillips  Devika Nair  Anny Shai  Annette Molinaro  Valentina Pedoia  Javier Villanueva-Meyer  Mitchel Berger  Shawn Hervey-Jumper  Aghi Manish  Susan Chang  J Lupo  

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 II  

Program Number:3463  

Room Session:5  

Institution:University of California, San Francisco  

Contrastive Learning of Inter-domain Similarity for Unsupervised Multi-modality Deformable Registration

Author:Neel Dey  Jo Schlemper  Seyed Salehi  Bo Zhou  Michal Sofka  

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 II  

Program Number:3467  

Room Session:5  

Institution:Hyperfine  New York University  Yale University  

Deep generative model for learning tractography streamline embeddings based on a Convolutional Variational Autoencoder

Author:Yixue Feng  Bramsh Chandio  Tamoghna Chattopadhyay  Sophia Thomopoulos  Conor Owens-Walton  Neda Jahanshad  Eleftherios Garyfallidis  Paul Thompson  

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 II  

Program Number:3458  

Room Session:5  

Institution:Indiana University Bloomington  University of Southern California  

Deep learning-based brain MRI reconstruction with realistic noise

Author:Quan Dou  Xue Feng  Craig Meyer  

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 II  

Program Number:3470  

Room Session:5  

Institution:University of Virginia  

Deep CNNs with Physical Constraints for simultaneous Multi-tissue Segmentation and Multi-parameter Quantification (MSMQ-Net) of Knee

Author:Xing Lu  Yajun Ma  Kody Xu  Saeed Jerban  Hyungseok Jang  Chun-Nan Hsu  Amilcare Gentili  Eric Chang  Jiang Du  

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 II  

Program Number:3462  

Room Session:5  

Institution:University of California, San Diego  Veterans Affairs San Diego Healthcare System  

DL-MOTIF:DeepLearning BasedMotionTransformationIntegratedForward-Fourier Reconstruction for Free-Breathing Liver DCE-MRI

Author:Sihao Chen  Weijie Gan  Cihat Eldeniz  Ulugbek Kamilov  Tyler Fraum  Hongyu An  

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 II  

Program Number:3469  

Room Session:5  

Institution:Washington University in St. Louis  

Mammography Lesion ROI Drawing Guided by Breast MRI MIP to Extract Features from Corresponding Lesions to Build Radiomics Diagnostic Models

Author:Yan-Lin Liu  Zhongwei Chen  Youfan Zhao  Yang Zhang  Jiejie Zhou  Jeon-Hor Chen  Ke Nie  Meihao Wang  Min-Ying Su  

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 II  

Program Number:3461  

Room Session:5  

Institution:Rutgers-Cancer Institute of New Jersey, Robert Wood Johnson Medical School  The First Affiliated Hospital of Wenzhou Medical University  University of California  

Perivascular Space Quantification with Deep Learning synthesized T2 from T1w and FLAIR images

Author:Jiehua Li  Pan Su  Rao Gullapalli  Jiachen Zhuo  

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 II  

Program Number:3471  

Room Session:5  

Institution:University of Maryland School of Medicine  Siemens Medical Solutions USA, Inc.  

Predicting Breath-Hold Liver Diffusion MRI from Free-Breathing Datausing a Convolutional Neural Network (CNN)

Author:Emmanuelle Weber  Xucheng Zhu  Patrick Koon  Anja Brau  Shreyas Vasanawala  Jennifer McNab  

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 II  

Program Number:3465  

Room Session:5  

Institution:GE Healthcare  Stanford  

Radiomics to Predict Pathological Complete Response in Patients with Triple Negative Breast Cancer

Author:Michael Hirano  Anum Kazerouni  Mladen Zecevic  Laura Kennedy  Shaveta Vinayak  Habib Rahbar  Matthew Nyflot  Suzanne Dintzis  Savannah Partridge  

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 II  

Program Number:3464  

Room Session:5  

Institution:University of Washingon  University of Washington  Vanderbilt University  

Self-supervised and physics informed deep learning model for prediction of multiple tissue parameters from MR Fingerprinting data

Author:Richard Adams  Yong Chen  Pew-Thian Yap  Dan Ma  

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 II  

Program Number:3472  

Room Session:5  

Institution:Case Western Reserve University  University of North Carolina  

SMILR - Subspace MachIne Learning Reconstruction

Author:Siddharth Iyer  Christopher Sandino  Mahmut Yurt  Xiaozhi Cao  Congyu Liao  Sophie Schauman  Kawin Setsompop  

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 II  

Program Number:3466  

Room Session:5  

Institution:Massachusetts Institute of Technology  Stanford University  

Super-resolution MRI using Novel Slice-profile Based Transformation for Multi-slice 2D TSE Imaging

Author:Jiahao Lin  Miao Qi  Chuthaporn Surawech  Steven Raman  Holden Wu  Kyunghyun Sung  

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 II  

Program Number:3468  

Room Session:5  

Institution:University of California, Los Angeles  Chulalongkorn University  The First Affiliated Hospital of China Medical University  King Chulalongkorn Memorial Hospital  

Unsupervised Domain Adaptation for Neural Network Enhanced Turbo Spin Echo Imaging

Author:Zechen Zhou  Peter Börnert  Chun Yuan  

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 II  

Program Number:3459  

Room Session:5  

Institution:Philips Research Hamburg  Philips Research North America  Vascular Imaging Lab, University of Washington  

Using deep learning to generate missing anatomical imaging contrasts required for lesion segmentation in patients with glioma.

Author:Ozan Genc  Pranathi Chunduru  Annette Molinaro  Valentina Pedoia  Susan Chang  Javier Villanueva-Meyer  Janine Lupo Palladino  

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 II  

Program Number:3460  

Room Session:5  

Institution:Johnson & Johnson  University of California San Francisco