Develop a machine learning-based registration framework that makes use of the Diffeomorphic Registration implemented in DIPY. The goal is to train a CNN model that can compute the deformation field in an unsupervised setting. This project will also involve leveraging the reconstruction module in DIPY to perform image fusion via inter-modality registration.
- Understand Diffeomorphic Registration. Look at dipy.align module and DIPY tutorial.
- Understand advanced Image Reconstruction Models such as Free-Water-DTI, DKI, etc. in DIPY
- Implement a Deep Neural Net (e.g. a 2D/ 3D CNN) or a Multivariate Model for Co-learning
Skills required: Python, Deep Learning, Tensorflow, Registration, strong math skills.