2017 Winter Project Week/OCM-MRI

• 

  Projects List

Key Investigators

• Frank Preiswerk, Brigham and Women's Hospital, Harvard Medical School
• Yaofei Wang (Vivian), Tianjin University, Beijing, China

Project Description

Objective	Approach and Plan	Progress and Next Steps
To investigate the use of Deep Learning for the generation of synthetic respiratory MR images.	Look into different software frameworks, choose one Investigate generative deep neural network techniques Produce preliminary results on hybrid US+MRI data	Identified Generative Adversarial Networks (GAN) and Variational Autoencoders as candidates In particular, Variational Autoencoders are able to model conditional distributions as required here

Background and References

• http://link.springer.com/chapter/10.1007%2F978-3-319-24553-9_39#page-1
• http://onlinelibrary.wiley.com/doi/10.1002/mrm.26467/full