Invertible Modeling of Bidirectional Relationships in Neuroimaging With Normalizing Flows: Application to Brain Aging

Author:

Wilms Matthias1ORCID,Bannister Jordan J.1ORCID,Mouches Pauline1ORCID,MacDonald M. Ethan2ORCID,Rajashekar Deepthi1ORCID,Langner Sonke3ORCID,Forkert Nils D.4ORCID

Affiliation:

1. Department of Radiology and the Alberta Children’s Hospital Research Institute, University of Calgary, Calgary, AB, Canada

2. Department of Electrical and Software Engineering, University of Calgary, Calgary, AB, Canada

3. Institute for Diagnostic and Interventional Radiology, Pediatric and Neuroradiology, University Medical Center Rostock, Rostock, Germany

4. Departments of Radiology and Clinical Neurosciences, Alberta Children’s Hospital Research Institute, University of Calgary, Calgary, AB, Canada

Funder

University of Calgary Eyes High Postdoctoral Scholarship

T. Chen Fong Postdoctoral Fellowship

River Fund at Calgary Foundation

Publisher

Institute of Electrical and Electronics Engineers (IEEE)

Subject

Electrical and Electronic Engineering,Computer Science Applications,Radiological and Ultrasound Technology,Software

Reference69 articles.

1. The SRI24 multichannel atlas of normal adult human brain structure

2. Regional flux analysis for discovering and quantifying anatomical changes: An application to the brain morphometry in Alzheimer's disease

3. Unifying brain age prediction and age-conditioned template generation with a deterministic autoencoder;mouches;Proc MIDL,2021

4. Unsupervised learning of probabilistic diffeomorphic registration for images and surfaces

5. Learning conditional deformable shape templates for brain anatomy;evan;Proc Int Workshop Mach Learn Med Imag,2020

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