MR Academy Topics:
Physics & Engineering
Overview: With the drives towards faster, higher resolution, and quantitative imaging, MRI scientists are increasingly facing scenarios where conventional Fourier transform-type reconstruction methods are unable to generate high quality images from raw data collected by the scanner. Advanced reconstruction methods like Compressed Sensing appear promising for such applications, but how to bridge the gap between the standard, basic methods and these is often unclear. The goal of this mini-course is to introduce students to this exciting class of advanced reconstruction methods and instill a basic working understanding of key techniques.
Physics & Engineering
| Title & Link | Video | Quiz | Speaker | Year | Difficulty | Audience Type |
| Reconstruction Methods for Undersampled Data |  |
☑ | Jeff Fessler, Ph.D. | 2011 | Intermediate | Physicists & Engineers |
| Compressed Sensing in MRI | |
☑ | Michael Lustig, Ph.D. | 2013 | Intermediate | Physicists & Engineers |
| MR Fingerprinting | |
☑ | Dan Ma, Ph.D. | 2017 | Intermediate | Physicists & Engineers |
| Insights into Learning-Based MRI Reconstruction | |
☑ | Kerstin Hammernik, Ph.D. | 2017 | Intermediate | Physicists & Engineers |
Machine Learning in MRI
This course was jointly created by the Cross-Cutting & Emerging Technologies and the Physics and Engineering tables. The questions and videos are the same.
| Title & Link | Video | Quiz | Speaker | Year | Difficulty | Audience Type |
| What Exactly Is Deep Learning? | |
☑ | Bradley J. Erickson, M.D.,Ph.D. | 2018 | Beginner | Physicists & Engineers |
| Nuts & Bolts: How Does DL Work? | |
☑ | Thomas Pock, Ph.D. | 2018 | Beginner | Physicists & Engineers |
| Limitations & Caveats of Deep Learning | |
☑ | Jeffrey A. Fessler, Ph.D. | 2018 | Beginner | Physicists & Engineers |
| Applications: Image Acquisition & Reconstruction | |
☑ | Lei Ying, Ph.D. | 2018 | Beginner | Physicists & Engineers |
| Applications: Image Processing, Analysis & Interpretation | |
☑ | Daniel Rueckert, Ph.D. | 2018 | Beginner | Physicists & Engineers |
| How to Jump Start Your Deep Learning Research | |
☑ | Florian Knoll, Ph.D. | 2018 | Beginner | Physicists & Engineers |