Machine Learning in MRI

Part One: Basics of Machine Learning and Magnetic Resonance Imaging
1. The statistics behind Machine Learning
2. The Ingredients for Machine Learning
3. Introduction to the Physics behind MR

Part Two: MR Image Acquisition
4. Adjust to your imaging scenario: learning and optimizing MR sampling
5. MR Imaging in the low field: Leveraging the power of machine learning
6. The Smart spin: Machine learning for magnetic resonance spectroscopy

Part Three: MR Image Reconstruction
7. Get the Image: Machine Learning for MR image reconstruction
8. Enhance the Image: Super resolution in MRI
9. Freeze the motion: Machine Learning for motion correction
10. Map the Image: Machine learning for quantitative MR Mapping
11. Am (A)I hallucinating: Robustness of MR Image reconstruction

Part Four: MR image Post-Processing
12. Cut it here: Image Segmentation for MRI
13. Quality Matters: Automated MR Image Quality control
14. What is beyond the image? Machine Learning for MR Image Analysis
15. Give me that other image: machine learning for image-to-image translation

Part Five: Generalization and Fairness
16. The cause and effect of an MR image: Robustness and generalizability
17. Scale it up: Large-scale MR data processing
18. Human in the loop: integration of experts to MR Data Processing

Part Six: Clinical Application
19. Clinical Applications of machine learning in brain, neck and spine MRI
20. Clinical Applications of machine learning in cardiac MRI
21. Clinical Applications of machine learning in body MRI
22. Clinical Applications of machine learning in breast MRI
23. Clinical Applications of Machine Learning in musculoskeletal MRI

Part Seven: Reproducibility
24. Let's share: Open-Source frameworks and public databases
25. System under test: challenges for algorithm benchmarking

Part Eight: Conclusion
26. Future Challenges and Directions

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• Biotecnologia
• Ressonância magnética nuclear (RMN / RM)
• Engenharia biomédica
• Aprendizagem mecânica

MRI; Artificial Intelligence; machine learning; MR data acquisition; MR image reconstruction; MR image post-processing; MR image analysis; MRI clinical translation