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Accurate and Efficient QSM Reconstruction using Deep Learning

Author:Enhao Gong  Berkin Bilgic  Kawin Setsompop  Audrey Fan  Greg Zaharchuk  John Pauly  

Author Institution:Harvard Medical School  Stanford University  

Session Type:Oral  

Session Date:Monday, 18 June 2018  

Session Time:13:45  

Session:Magnetic Susceptibility Imaging  

Program Number:0189  

Presentation Time:14:09  

Room Number:S06  

Computer Number:

Creating Standardized MR Images with Deep Learning to Improve Cross-Vendor Comparability

Author:Enhao Gong  John Pauly  Greg Zaharchuk  

Author Institution:Stanford University  

Session Type:Combined Educational & Scientific Session  

Session Date:Tuesday, 19 June 2018  

Session Time:08:15  

Session:Studying the Value of MRI  

Program Number:0357  

Presentation Time:09:45  

Room Number:S03  

Computer Number:

Deep Generative Adversarial Neural Networks for Compressed Sensing (GANCS) Automates MRI

Author:Morteza Mardani  Enhao Gong  Joseph Cheng  Shreyas Vasanawala  Greg Zaharchuk  Lei Xing  John Pauly  

Author Institution:Stanford University  

Session Type:Oral  

Session Date:Tuesday, 19 June 2018  

Session Time:16:15  

Session:Deep Learning for Image Reconstruction  

Program Number:0573  

Presentation Time:17:15  

Room Number:N01  

Computer Number:

Deep Learning Enables 90% Reduction in Gadolinium Dosage for Contrast Enhanced MRI

Author:Enhao Gong  John Pauly  Max Wintermark  Greg Zaharchuk  

Author Institution:Stanford University  

Session Type:Electronic Poster  

Session Date:Tuesday, 19 June 2018  

Session Time:14:45  

Session:Safety: Bioeffects, Magnetic Fields & Contrast Agents  

Program Number:4190  

Presentation Time:

Room Number:Exhibition Hall  

Computer Number:Computer 40  

Improved Prediction of the Final Infarct from Acute Stroke Neuroimaging Using Deep Learning

Author:Yilin Niu  Enhao Gong  Junshen Xu  Thoralf Thamm  John Pauly  Greg Zaharchuk  

Author Institution:Stanford University  Tsinghua University  

Session Type:Oral  

Session Date:Wednesday, 20 June 2018  

Session Time:16:15  

Session:Machine Learning in Neuroimaging  

Program Number:0902  

Presentation Time:18:03  

Room Number:N02  

Computer Number:

Improved Synthetic MRI from Multi-echo MRI Using Deep Learning

Author:Enhao Gong  Suchandrima Banerjee  John Pauly  Greg Zaharchuk  

Author Institution:GE Healthcare  Stanford University  

Session Type:Traditional Poster  

Session Date:Thursday, 21 June 2018  

Session Time:08:00  

Session:Learning Image Reconstruction  

Program Number:2795  

Presentation Time:

Room Number:Exhibition Hall 2781-2807  

Computer Number:

Improving Perfusion Image Quality and Quantification Accuracy Using Multi-contrast MRI and Deep Convolutional Neural Networks

Author:Jia Guo  Enhao Gong  Maged Goubran  Audrey Fan  Mohammad Khalighi  Greg Zaharchuk  

Author Institution:GE Healthcare  Stanford University  

Session Type:Oral  

Session Date:Monday, 18 June 2018  

Session Time:16:15  

Session:Arterial Spin Labeling  

Program Number:0310  

Presentation Time:17:51  

Room Number:W03/04  

Computer Number:

Mapping metabolic activation as FDG-PET/Amyloid-PET using Contrast-free MRI and Deep Learning

Author:Enhao Gong  Kevin Chen  Jia Guo  Audrey Fan  John Pauly  Greg Zaharchuk  

Author Institution:Stanford University  

Session Type:Traditional Poster  

Session Date:Thursday, 21 June 2018  

Session Time:08:00  

Session:Value of MRI  

Program Number:2638  

Presentation Time:

Room Number:Exhibition Hall 2627-2647  

Computer Number:

Multi-contrast MRI Enhance Ultra-low-dose PET Reconstruction

Author:Junshen Xu  Enhao Gong  Mehdi Khalighi  John Pauly  Greg Zaharchuk  

Author Institution:GE Healthcare  Stanford University  Tsinghua University  

Session Type:Traditional Poster  

Session Date:Thursday, 21 June 2018  

Session Time:13:15  

Session:MR/PET  

Program Number:3023  

Presentation Time:

Room Number:Exhibition Hall 3020-3032  

Computer Number:

Predicting Contrast Agent Enhancement with Deep Convolution Networks

Author:Thomas Christen  Enhao Gong  Jia Guo  Michael Moseley  Greg Zaharchuk  

Author Institution:Stanford University  

Session Type:Electronic Poster  

Session Date:Monday, 18 June 2018  

Session Time:14:45  

Session:Machine Learning for Image Analysis  

Program Number:3493  

Presentation Time:

Room Number:Exhibition Hall  

Computer Number:Computer 61  

Real-time Personalized Acquisition Optimization: 30%-50% reconstruction improvements from a 10-second undersampling optimization

Author:Ke Wang  Enhao Gong  Suchandrima Banerjee  John Pauly  Greg Zaharchunk  

Author Institution:GE Healthcare  Stanford University  Tsinghua University  

Session Type:Traditional Poster  

Session Date:Thursday, 21 June 2018  

Session Time:08:00  

Session:Acquisition, Reconstruction, Analysis  

Program Number:2886  

Presentation Time:

Room Number:Exhibition Hall 2864-2895  

Computer Number:

Ultra-low-dose Amyloid PET Reconstruction using Deep Learning with Multi-contrast MRI Inputs

Author:Kevin Chen  Enhao Gong  Fabiola Bezerra de Carvalho Macruz  Junshen Xu  Mehdi Khalighi  John Pauly  Greg Zaharchuk  

Author Institution:GE Healthcare  Stanford University  Tsinghua University  

Session Type:Electronic Poster  

Session Date:Monday, 18 June 2018  

Session Time:17:15  

Session:MR/PET & Molecular Imaging  

Program Number:3680  

Presentation Time:

Room Number:Exhibition Hall  

Computer Number:Computer 8