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Analysis of Deep Learning models for Diagnostic Image Quality Assessment in Magnetic Resonance Imaging.

Author:Jeffrey Ma  Ukash Nakarmi  Cedric Yue Sik Kin  Joseph Cheng  Christopher Sandino  Ali Syed  Peter Wei  John Pauly  Shreyas Vasanawala  

Institution:Stanford University  

Session Type:Digital Poster  

Session Live Q&A Date:Digital Poster (All Week)  

Topic:ML: Post Processing, Analysis, & Applications  

Session Name:Machine Learning: Disease, Diagnosis, Pathology & Treatment  

Program Number:3531  

Room Live Q&A Session:

Attention-Based Deep Kidney Segmentation Framework for GFR Prediction

Author:Edgar Rios Piedra  Morteza Mardani  Shreyas Vasanawala  

Institution:Stanford University  

Session Type:Digital Poster  

Session Live Q&A Date:Digital Poster (All Week)  

Topic:ML: Post Processing, Analysis, & Applications  

Session Name:Machine Learning: Segmentation, Localization & Registration  

Program Number:3553  

Room Live Q&A Session:

BPSK/ASK Wireless Link Assessment for MRI

Author:Greig Scott  Shreyas Vasanawala  Fraser Robb  John Pauly  

Institution:GE Healthcare  Stanford University  

Session Type:Oral - Power Pitch  

Session Live Q&A Date:Wednesday, 12 August 2020  

Topic:RF technologies  

Session Name:RF Components & Coils  

Program Number:0759  

Room Live Q&A Session:Wednesday Parallel 5  

Coils, Position & Sequences: Optimal Image Acquisition

Author:Shreyas Vasanawala  

Institution:Stanford University  

Session Type:Weekend Course  

Session Live Q&A Date:Saturday, 8 August 2020  

Topic:Common Challenges in Body MRI  

Session Name:Common Challenges in Body MRI  

Program Number:

Room Live Q&A Session:Saturday Parallel 1  

    Deep subspace learning: Enhancing speed and scalability of deep learning-based reconstruction of dynamic imaging data

    Author:Christopher Sandino  Frank Ong  Shreyas Vasanawala  

    Institution:Stanford University  

    Session Type:Oral  

    Session Live Q&A Date:Tuesday, 11 August 2020  

    Topic:Novel Pulse Sequences and Reconstruction Techiques  

    Session Name:Novel Acquisitions & Reconstructions  

    Program Number:0599  

    Room Live Q&A Session:Tuesday Parallel 4  

    Exploiting Coarse-Scale Image Features for Transfer Learning in Accelerated Magnetic Resonance Imaging

    Author:Ukash Nakarmi  Joseph Cheng  Edgar Rios  Morteza Mardani  John Pauly  Shreyas Vasanawala  

    Institution:Stanford University  

    Session Type:Digital Poster  

    Session Live Q&A Date:Digital Poster (All Week)  

    Topic:ML: Image Reconstruction  

    Session Name:Machine Learning for Image Reconstruction 1  

    Program Number:3595  

    Room Live Q&A Session:

    Free-breathing Abdominal Fat Spectroscopy with Multi-Echo Rosette k-space Sampling

    Author:Suma Anand  Adam Bush  Christopher Sandino  Shreyas Vasanawala  Michael Lustig  

    Institution:Stanford University  University of California Berkeley  

    Session Type:Oral - Power Pitch  

    Session Live Q&A Date:Thursday, 13 August 2020  

    Topic:Quantification, ML, and Tools  

    Session Name:Quantitative MRI: Reproducibility, Robustness & New Directions  

    Program Number:1014  

    Room Live Q&A Session:Thursday Parallel 1  

    Free-Breathing QSM and R2* Mapping of Hepatic Iron Overload Using a 3D Multi-Echo Cones Trajectory

    Author:Youngwook Kee  Christopher Sandino  Joseph Cheng  Timothy Colgan  Diego Hernando  Ann Shimakawa  Shreyas Vasanawala  

    Institution:GE Healthcare  Stanford University  University of Wisconsin-Madison  

    Session Type:Digital Poster  

    Session Live Q&A Date:Digital Poster (All Week)  

    Topic:Abdominopelvic MRI - Benign  

    Session Name:Liver: Iron & Bile  

    Program Number:2535  

    Room Live Q&A Session:

    Harmonic Balance Modeling of MRI Preamp Impairments

    Author:Chris Vassos  Fraser Robb  Shreyas Vasanawala  John Pauly  Greig Scott  

    Institution:GE Healthcare  Stanford University  

    Session Type:Oral  

    Session Live Q&A Date:Thursday, 13 August 2020  

    Topic:Novel Hardware  

    Session Name:Hardware Components  

    Program Number:1263  

    Room Live Q&A Session:Thursday Parallel 5  

    No-Reference Assessment of Perceptual Noise Level Defined by Human Calibration and Image Rulers

    Author:Ke Lei  Shreyas Vasanawala  John Pauly  

    Institution:Stanford University  

    Session Type:Digital Poster  

    Session Live Q&A Date:Digital Poster (All Week)  

    Topic:ML: Post Processing, Analysis, & Applications  

    Session Name:Machine Learning: General Applications  

    Program Number:3570  

    Room Live Q&A Session:

    On the Feasibility of Noncontrast Valvular Cine MRI with High Spatial Resolution and High Frame Rate Using Deep-learning-powered Acceleration

    Author:Peng Lai  Christopher Sandino  Shreyas Vasanawala  Anne Menini  Haonan Wang  Anja Brau  Martin Janich  

    Institution:GE Healthcare  Stanford University  

    Session Type:Oral - Power Pitch  

    Session Live Q&A Date:Thursday, 13 August 2020  

    Topic:Novel imaging techniques for CMR  

    Session Name:Cardiovascular Power Pitch: Technical  

    Program Number:1100  

    Room Live Q&A Session:Thursday Parallel 3  

    Rapid multi-slice fat and water separated T1 and composite R2* mapping using a dual-echo radial inversion recovery SPGR pulse sequence

    Author:Zhitao Li  John Pauly  Shreyas Vasanawala  

    Institution:Stanford University  

    Session Type:Oral  

    Session Live Q&A Date:Monday, 10 August 2020  

    Topic:Hepatobiliary & Pancreas  

    Session Name:Liver: Methods & Applications  

    Program Number:0312  

    Room Live Q&A Session:Monday Parallel 3  

    A Reconstruction Compatible, Fast and Memory Efficient Visualization Framework for Large-scale Volumetric Dynamic MRI

    Author:Cedric Yue Sik Kin  Frank Ong  Jonathan Tamir  Michael Lustig  John Pauly  Shreyas Vasanawala  

    Institution:Stanford University  University of California Berkeley  The University of Texas at Austin  

    Session Type:Oral - Power Pitch  

    Session Live Q&A Date:Thursday, 13 August 2020  

    Topic:Quantification, ML, and Tools  

    Session Name:MRI Toolbox  

    Program Number:1046  

    Room Live Q&A Session:Thursday Parallel 1  

    Segmented Twin-resolution Acquisition of Cones Trajectory (STACY) and Coalesced Image Navigator for Free-breathing Cardiac MRI

    Author:Kwang Eun Jang  Dwight Nishimura  Shreyas Vasanawala  

    Institution:Stanford University  

    Session Type:Digital Poster  

    Session Live Q&A Date:Digital Poster (All Week)  

    Topic:Mitigating motion, artifacts and imperfections  

    Session Name:Motion Correction: Non-Brain  

    Program Number:3352  

    Room Live Q&A Session:

    Uncertainty Quantification for Deep MRI

    Author:Vineet Edupuganti  Morteza Mardani  Joseph Cheng  Shreyas Vasanawala  John Pauly  

    Institution:Stanford University  

    Session Type:Digital Poster  

    Session Live Q&A Date:Digital Poster (All Week)  

    Topic:ML: Image Reconstruction  

    Session Name:Machine Learning for Image Reconstruction 1  

    Program Number:3599  

    Room Live Q&A Session:

    Ungated, Motion Robust, Simultaneous Cardiac and Liver T2* Quantification via Rosette k-Space Sampling

    Author:Adam Bush  Christopher Sandino  Shreya Ramachandran  Nicholas Dwork  Frank Ong  Marcus Alley  Shreyas Vasanawala  

    Institution:Stanford University  University of California Berkeley  University of California San Francisco  

    Session Type:Oral  

    Session Live Q&A Date:Monday, 10 August 2020  

    Topic:Hepatobiliary & Pancreas  

    Session Name:Liver: Methods & Applications  

    Program Number:0313  

    Room Live Q&A Session:Monday Parallel 3  

    Unsupervised Image Reconstruction using Deep Generative Adversarial Networks

    Author:Elizabeth Cole  Frank Ong  John Pauly  Shreyas Vasanawala  

    Institution:Stanford University  

    Session Type:Oral - Power Pitch  

    Session Live Q&A Date:Tuesday, 11 August 2020  

    Topic:System Imperfections, Artifacts, and More  

    Session Name:Machine Learning: Artifact Correction, Quantification & Reconstruction  

    Program Number:0685  

    Room Live Q&A Session:Tuesday Parallel 3  

    Wasserstein GANs for MR Imaging: from Paired to Unpaired Training

    Author:Ke Lei  Morteza Mardani  Shreyas Vasanawala  John Pauly  

    Institution:Stanford University  

    Session Type:Oral  

    Session Live Q&A Date:Wednesday, 12 August 2020  

    Topic:Machine Learning for Image Reconstruction  

    Session Name:Machine Learning for Image Reconstruction  

    Program Number:0992  

    Room Live Q&A Session:Wednesday Parallel 5