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A Clinician's View on DL-QSM

Author:Greg Zaharchuk  

Institution:Stanford University  

Session Type:Member-Initiated Symposium  

Session Date:Wednesday, 15 May 2019  

Session Time:15:45  

Session Name:Deep Learning for Mapping of Electromagnetic Tissue Properties  

Program Number:

Presentation Time:17:21   

Room Number:Room 513A-C  

Computer Number:

    Arterial Spin Labeling Underestimates CBF in Regions with Fast Arrival Times: a Simultaneous [15O] PET/MRI Study with Acetazolamide Challenge

    Author:Yosuke Ishii  Thoralf Thamn  Jia Guo  Mohammad Khalighi  Mirwais Wardak  Dawn Holley  Harsh Gandhi  Jun Park  Bin Shen  Gary Steinberg  Frederick Chin  Greg Zaharchuk  Audrey Fan  

    Institution:Ge Healthcare  GE Healthcare  Stanford University  Charité - Universitätsmedizin Berlin  Tokyo Medial and Dental University  University of California Riverside  

    Session Type:Oral  

    Session Date:Monday, 13 May 2019  

    Session Time:16:00  

    Session Name:Neurovascular  

    Program Number:0287  

    Presentation Time:16:00   

    Room Number:Room 510A-D  

    Computer Number:

    Automatic Detection and Segmentation of Brain Metastases using Deep Learning on Multi-Modal MRI: A Multi-Center Study

    Author:Endre Grøvik  Darvin Yi  Michael Iv  Elizabeth Tong  Kyrre Emblem  Line Nilsen  Cathrine Saxhaug  Kari Jacobsen  Åslaug Helland  Daniel Rubin  Greg Zaharchuk  

    Institution:Oslo University Hospital  Stanford University  

    Session Type:Digital Poster  

    Session Date:Thursday, 16 May 2019  

    Session Time:13:45  

    Session Name:Segmentation 1  

    Program Number:4733  

    Presentation Time:13:45   

    Room Number:Exhibition Hall  

    Computer Number:Computer 15  

    Contrast-free MRI Contrast Enhancement with Deep Attention Generative Adversarial Network

    Author:Jiang Liu  Enhao Gong  Thomas Christen  Greg Zaharchuk  

    Institution:Grenoble Institute of Neurosciences  Stanford University  Tsinghua University  Tsinghua University  Subtle Medical Inc.  

    Session Type:Oral  

    Session Date:Thursday, 16 May 2019  

    Session Time:08:15  

    Session Name:Deep Learning: Acquisition, Uncertainty & Prediction  

    Program Number:1091  

    Presentation Time:08:27   

    Room Number:Room 520A-F  

    Computer Number:

    Deep Learning Augmented Cerebral Blood Flow Measurement Using Arterial Spin Labeling Technique in Moyamoya Disease Before and After Direct Bypass Surgery

    Author:David Chen  Yosuke Ishii  Jia Guo  Audrey Fan  Greg Zaharchuk  

    Institution:Stanford University  University of California Riverside  Shuan-Ho Hospital, Taipei Medical University  Tokyo Medical and Dental University  

    Session Type:Digital Poster  

    Session Date:Tuesday, 14 May 2019  

    Session Time:13:30  

    Session Name:Neurovascular 1  

    Program Number:2651  

    Presentation Time:13:30   

    Room Number:Exhibition Hall  

    Computer Number:Computer 3  

    Dual-domain Generative Adversarial Model for Accelerated MRI Reconstruction

    Author:Guanhua Wang  Enhao Gong  Suchandrima Banerjee  Karen Ying  Greg Zaharchuk  John Pauly  

    Institution:Ge Healthcare  GE Healthcare  Stanford University  Tsinghua University  Tsinghua University  Subtle Medical  

    Session Type:Digital Poster  

    Session Date:Thursday, 16 May 2019  

    Session Time:09:15  

    Session Name:Machine Learning for Image Reconstruction: A New Frontier  

    Program Number:4655  

    Presentation Time:09:15   

    Room Number:Exhibition Hall  

    Computer Number:Computer 112  

    Enhance One-minute EPIMix Brain MRI Exams with Unsupervised Cycle-Consistent Generative Adversarial Network

    Author:Jiang Liu  Enhao Gong  Stefan Skare  Greg Zaharchuk  

    Institution:Karolinska Institutet  Stanford University  Tsinghua University  Tsinghua University  Subtle Medical Inc.  

    Session Type:Digital Poster  

    Session Date:Thursday, 16 May 2019  

    Session Time:13:45  

    Session Name:Machine Learning for Prediction & Image Analysis  

    Program Number:4885  

    Presentation Time:13:45   

    Room Number:Exhibition Hall  

    Computer Number:Computer 167  

    Evaluation of simultaneous multi-slice EPI acquisition with an 8-channel coil for resting state functional MRI

    Author:Hesamoddin Jahanian  Samantha Holdsworth  Thomas Christen  Michael Moseley  Greg Zaharchuk  

    Institution:Stanford University  University of Auckland  University of Washington  

    Session Type:Digital Poster  

    Session Date:Wednesday, 15 May 2019  

    Session Time:14:30  

    Session Name:fMRI: Acquisition & Artefacts  

    Program Number:3950  

    Presentation Time:14:30   

    Room Number:Exhibition Hall  

    Computer Number:Computer 96  

    Exploring the Accuracy of MR Vascular Fingerprinting: Potential Pitfall and Possible Remedy

    Author:Mahdi Khajehim  Thomas Christen  Greg Zaharchuk  J. Jean Chen  

    Institution:INSERM  Stanford University  University of Toronto  Baycrest Health Sciences  

    Session Type:Power Pitch  

    Session Date:Wednesday, 15 May 2019  

    Session Time:13:30  

    Session Name:Pitch: Rapid - Fire Fingerprinting  

    Program Number:0819  

    Presentation Time:13:30   

    Room Number:Power Pitch Theater C - Exhibition Hall  

    Computer Number:

    Exploring the Accuracy of MR Vascular Fingerprinting: Potential Pitfall and Possible Remedy

    Author:Mahdi Khajehim  Thomas Christen  Greg Zaharchuk  J. Jean Chen  

    Institution:INSERM  Stanford University  University of Toronto  Baycrest Health Sciences  

    Session Type:Power Pitch Poster  

    Session Date:Wednesday, 15 May 2019  

    Session Time:14:30  

    Session Name:Poster: Rapid Fire MR Fingerprinting  

    Program Number:0819  

    Presentation Time:14:30   

    Room Number:Power Pitch Theater C - Exhibition Hall  

    Computer Number:Plasma 44  

    How to Generalize a Deep Learning Model to New Data Lacking Appropriate MR Inputs?  An Exploration using Ultra-low-dose Amyloid PET/MRI

    Author:Kevin Chen  Matti Schürer  Jiahong Ouyang  Enhao Gong  Solveig Tiepolt  Osama Sabri  Greg Zaharchuk  Henryk Barthel  

    Institution:Stanford University  University of Leipzig  

    Session Type:Power Pitch  

    Session Date:Wednesday, 15 May 2019  

    Session Time:08:15  

    Session Name:Pitch: Machine Learning Unleashed 2  

    Program Number:0677  

    Presentation Time:08:15   

    Room Number:Power Pitch Theater A - Exhibition Hall  

    Computer Number:

    How to Generalize a Deep Learning Model to New Data Lacking Appropriate MR Inputs?  An Exploration using Ultra-low-dose Amyloid PET/MRI

    Author:Kevin Chen  Matti Schürer  Jiahong Ouyang  Enhao Gong  Solveig Tiepolt  Osama Sabri  Greg Zaharchuk  Henryk Barthel  

    Institution:Stanford University  University of Leipzig  

    Session Type:Power Pitch Poster  

    Session Date:Wednesday, 15 May 2019  

    Session Time:09:15  

    Session Name:Poster: Machine Learning Unleashed 2  

    Program Number:0677  

    Presentation Time:09:15   

    Room Number:Power Pitch Theater A - Exhibition Hall  

    Computer Number:Plasma 11  

    Impact of attenuation correction on image-derived input function and cerebral blood flow quantification with simultaneous [15O]-water PET/MRI

    Author:Trine Hjoernevik  Mohammad Khalighi  Sandeep Kaushik  Yosuke Ishii  Greg Zaharchuk  Audrey Fan  

    Institution:GE Global Research  Oslo University Hospital  Stanford Unversity  Tokyo Medical and Dental University  

    Session Type:Power Pitch  

    Session Date:Monday, 13 May 2019  

    Session Time:16:00  

    Session Name:Pitch: Molecular & Metabolic Imaging  

    Program Number:0265  

    Presentation Time:16:00   

    Room Number:Power Pitch Theater C - Exhibition Hall  

    Computer Number:

    Impact of attenuation correction on image-derived input function and cerebral blood flow quantification with simultaneous [15O]-water PET/MRI

    Author:Trine Hjoernevik  Mohammad Khalighi  Sandeep Kaushik  Yosuke Ishii  Greg Zaharchuk  Audrey Fan  

    Institution:GE Global Research  Oslo University Hospital  Stanford Unversity  Tokyo Medical and Dental University  

    Session Type:Power Pitch Poster  

    Session Date:Monday, 13 May 2019  

    Session Time:17:00  

    Session Name:Poster: Molecular & Metabolic Imaging  

    Program Number:0265  

    Presentation Time:17:00   

    Room Number:Power Pitch Theater C - Exhibition Hall  

    Computer Number:Plasma 44  

    OneforAll: Improving the Quality of Multi-contrast Synthesized MRI Using a Multi-Task Generative Model

    Author:Guanhua Wang  Enhao Gong  Suchandrima Banerjee  Huijun Chen  John Pauly  Greg Zaharchuk  

    Institution:Ge Healthcare  GE Healthcare  Stanford University  Tsinghua University  Tsinghua University  Subtle Medical  

    Session Type:Oral  

    Session Date:Thursday, 16 May 2019  

    Session Time:08:15  

    Session Name:Novel Neuroimaging Techniques  

    Program Number:1041  

    Presentation Time:08:27   

    Room Number:Room 510A-D  

    Computer Number:

    Segmenting Brain Metastases Using Deep Learning on Multi-Modal MRI

    Author:Darvin Yi  Endre Grøvik  Michael Iv  Elizabeth Tong  Greg Zaharchuk  Daniel Rubin  

    Institution:Oslo University Hospital  Stanford University  

    Session Type:Digital Poster  

    Session Date:Tuesday, 14 May 2019  

    Session Time:08:15  

    Session Name:Image Processing & Analysis  

    Program Number:2457  

    Presentation Time:08:15   

    Room Number:Exhibition Hall  

    Computer Number:Computer 159  

    Transfer Learning of an Ultra-low-dose Amyloid PET/MRI U-Net Across Scanner Models

    Author:Kevin Chen  Matti Schürer  Jiahong Ouyang  Enhao Gong  Solveig Tiepolt  Osama Sabri  Greg Zaharchuk  Henryk Barthel  

    Institution:Stanford University  University of Leipzig  

    Session Type:Oral  

    Session Date:Thursday, 16 May 2019  

    Session Time:13:45  

    Session Name:Molecular & Metabolic Imaging  

    Program Number:1128  

    Presentation Time:14:21   

    Room Number:Room 510A-D  

    Computer Number:

    Ultra-low-dose Amyloid PET/MRI Reconstruction by Generative Adversarial Network

    Author:Jiahong Ouyang  Kevin Chen  Enhao Gong  John Pauly  Greg Zaharchuk  

    Institution:Carnegie Mellon University  Stanford University  

    Session Type:Digital Poster  

    Session Date:Thursday, 16 May 2019  

    Session Time:09:15  

    Session Name:Machine Learning for Image Reconstruction: Breakthroughs  

    Program Number:4704  

    Presentation Time:09:15   

    Room Number:Exhibition Hall  

    Computer Number:Computer 161  

    Using convolutional neural networks to predict infarct development in acute ischemic stroke patients:  does reperfusion status matter?

    Author:Yuan Xie  Yannan Yu  Thoralf Thamm  Charles Huang  Enhao Gong  Soren Christensen  Maarten Lansberg  Greg Zaharchuk  

    Institution:Stanford University  

    Session Type:Power Pitch  

    Session Date:Monday, 13 May 2019  

    Session Time:08:15  

    Session Name:Pitch: Artificial Intelligence Neuro  

    Program Number:0030  

    Presentation Time:08:15   

    Room Number:Power Pitch Theater B - Exhibition Hall  

    Computer Number:

    Using convolutional neural networks to predict infarct development in acute ischemic stroke patients:  does reperfusion status matter?

    Author:Yuan Xie  Yannan Yu  Thoralf Thamm  Charles Huang  Enhao Gong  Soren Christensen  Maarten Lansberg  Greg Zaharchuk  

    Institution:Stanford University  

    Session Type:Power Pitch Poster  

    Session Date:Monday, 13 May 2019  

    Session Time:09:15  

    Session Name:Poster: Artificial Intellience Neuro  

    Program Number:0030  

    Presentation Time:09:15   

    Room Number:Power Pitch Theater B - Exhibition Hall  

    Computer Number:Plasma 29  

    Validation of an Image Derived Input Function Method for 15O-water PET/MR Brain Scans

    Author:Mohammad Mehdi Khalighi  Audrey Fan  Mathias Engström  Lieuwe Appel  Gunnar Antoni  Frederick Chin  Eva Kumlien  Greg Zaharchuk  Mark Lubberink  

    Institution:Ge Healthcare  GE Healthcare  Stanford  Uppsala University  Uppsala University Hospital  

    Session Type:Digital Poster  

    Session Date:Tuesday, 14 May 2019  

    Session Time:16:45  

    Session Name:Emerging Technology & Translational Imaging 2  

    Program Number:3335  

    Presentation Time:16:45   

    Room Number:Exhibition Hall  

    Computer Number:Computer 171