ISMRM Workshop Series • 14-17 MARCH 2018
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ISMRM Workshop on
Machine Learning
Asilomar Conference Grounds, Pacific Grove, CA, USA

Preliminary Program


Registration & Setup – Wednesday, 14 March 2018 – No CME Available
15:00   Registration & Speaker Upload Available
18:00   Welcome Reception
 
Day 1 – Thursday, 15 March 2018 – No CME Available
07:30   Breakfast served until 9:00
Registration & Speaker Upload Available
 
Session 1: Overview of Machine Learning Methods
  Moderators: Enhao Gong, M.Sc. & Peder Larson, Ph.D.
08:30     Welcome Greg Zaharchuk, M.D., Ph.D.
Stanford University
Stanford, CA, USA
08:40     Machine Learning: Historical Perspectives Kyunghyun Cho, Ph.D.
New York University
New York, NY, USA
09:00     State-of-the-Art Supervised Machine Learning Approaches T.B.A.

 

09:20     State-of-the-Art Unsupervised Machine Learning Approaches Taesung Park, M.S.
University of California, Berkeley
Berkeley, CA, USA
09:40     Deep Convolutional Neural Networks Yangqing Jia, Ph.D.
Facebook
Menlo Park, CA, USA
10:00     Learning Beyond Human Experts Stella Yu, Ph.D.
University of California, Berkeley
Berkeley, CA, USA
10:20   Break, Poster Viewing & Speaker Upload Available  
 
Session 2: Reconstruction 1
  Moderators: Florian Knoll, Ph.D. & Jo Schlemper, M.Res.
10:50     Overview of Machine Learning Methods for Reconstruction of Imaging Data Kerstin Hammernik, M.Sc.
Graz University of Technology
Graz, Austria
11:10 Proffered Papers - Oral Session

         
         
         
         
         

12:00   Lunch & Speaker Upload Available
 
Session 3: Post-Processing Methods
  Moderators: Dinggang Shen, Ph.D. & Jong Chul Ye, Ph.D.
13:00     Keynote: History & Future of AI for Healthcare Applications T.B.A.

 

13:40 Proffered Papers - Oral Session

         
         
         
         
         
         

14:40     Applications of Deep Learning for PET/MRI Alan McMillan, Ph.D.
University of Wisconsin - Madison
Madison, WI, USA
15:00     Image Registration & Parcellation Xiaohuan Cao, Ph.D.
University of North Carolina
Chapel Hill, NC, USA
15:20   Break, Poster Viewing & Speaker Upload Available
 
Session 4: Power Pitch Session
  Moderators: Matthew Rosen, Ph.D. & Chun Yuan, Ph.D.
16:00 Proffered Papers - Oral Session

         
         
         
         
         
         

17:00     Break, Poster Viewing & Speaker Upload Available
18:00   Adjourn & Dinner (served until 19:00)
19:30   Power Pitch
20:00   Poster Bar
 
Day 2 – Friday, 16 March 2018 – No CME Available
07:30   Breakfast served until 9:00
Registration & Speaker Upload Available
 
Session 5: Clinical Application of Machine Learning
  Moderators: Garry Gold, M.D. & Dong Liang, Ph.D.
08:30     Keynote: How Machine Learning Will Affect the Future of Clinical Imaging Curtis Langlotz, M.D., Ph.D.
Stanford University
Stanford, CA, USA
09:10     Data Preparation, Labeling & Deployment of Imaging Datasets for Deep Learning Michael Muelly, M.D.
Google
Mountain View, CA, USA
09:30   Panel Discussion  
09:50   Break, Poster Viewing & Speaker Upload Available
 
10:10     Integrating Machine Learning into the Clinical Imaging Workflow & Other Practical Considerations Paul Chang, M.D.
University of Chicago
Chicago, IL, USA
10:30 Proffered Papers - Oral Session

         
         
         
         
         
         

11:30     Musculoskeletal Applications of Deep Learning Valentina Pedoia, Ph.D.
University of California, San Francisco
San Francisco, CA, USA
11:30   Lunch, Poster Viewing & Speaker Upload Available
12:45   Nature Hike - Asilomar
 
Session 6: Neuro Applications
  Moderators: Kim Mouridsen, Ph.D. & Daniel Rueckert, Ph.D.
14:00     Brain Tumor Segmentation with Multimodal MRI & Deep Learning Peter Chang, M.D.
University of California, San Francisco
San Francisco, CA, USA
14:20     Stroke Prediction with Machine Learning Miguel Monteiro, M.Sc.
INESC-ID
Lisbon, Portugal
14:40 Proffered Papers - Oral Session

         
         
         

15:10     Application of Machine Learning to Dementia Saman Sarraf, M.Sc., M.Eng.
Konica Minolta Laboratory U.S.A., Inc.
San Francisco, CA, USA
15:30     Identifying Brain Hemorrhage Using Machine Learning Paras Lakhani, M.D.
Jefferson University Hospitals
Philadelphia, PA, USA
15:50   Break, Poster Viewing & Speaker Upload Available
 
Session 7: Hands-On Deep Learning
  Moderators: Dongwook Lee, M.Sc. & John Pauly, Ph.D.
16:20     Hardware Considerations for Using Machine Learning with Medical Imaging Data William Dally, Ph.D.
Stanford University & NVIDIA
Stanford, CA, USA
16:40     Small Group Sessions: Using GPU's, Café, TensorFlow, Practical Considerations, Etc. NVIDIA DLI
18:00   Dinner (served until 19:00)
19:30   Networking Event
Keynote: The Information Bottleneck Theory of Deep Learning

Naftali Tishby, Ph.D.
Hebrew University
Jerusalem, Israel
20:30   Adjourn
 
Day 3 – Saturday, 17 March 2018 – No CME Available
07:30   Breakfast served until 9:00
Registration & Speaker Upload Available
 
Session 8: Non-Neuro Applications
  Moderators: Joseph Cheng, Ph.D. & Lei (Leslie) Ying, Ph.D.
08:30     Multimodal Prostate MR Classification Using Machine Learning T.B.A.

 

08:50     Computer-Aided Classification of Benign & Malignant Lesions in the Breast with MRI Natalia Antropova, B.S.
University of Chicago
Chicago, IL, USA
09:10     Applications of Machine Learning to Cardiac MRI Albert Hsiao, M.D., Ph.D.
University of California, San Diego
San Diego, CA, USA
09:30 Proffered Papers - Oral Session

         
         
         
         
         

10:20   Break & Speaker Upload Available
 
Session 9: Machine Learning for MRI: Broader Issues
  Moderators: Joseph Hajnal, Ph.D. & Greg Zaharchuk, M.D., Ph.D.
10:50     Encouraging Team Science for Machine Learning in Medical Imaging Roderic Pettigrew, M.D., Ph.D.
National Institutes of Health - NIBIB
Bethesda, MD, USA
11:10     Regulatory Strategies for Machine Learning-Based Medical Device Software Berkman Sahiner, Ph.D.
U.S. Food & Drug Administration
Washington, D.C., USA
11:30     Panel Discussion: Moving Forward, Recommendations, Study Group, & Plans  
11:50     Best Papers & Poster Awards
12:00   Adjournment & Lunch (served until 13:00)
 
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The International Society for Magnetic Resonance in Medicine is accredited by the Accreditation Council for Continuing Medical Education to provide continuing medical education for physicians.