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Found 7 papers, 2 papers with code
Diff-Def: Diffusion-Generated Deformation Fields for Conditional Atlases
Anatomical atlases are widely used for population analysis.
A Comparative Study of Population-Graph Construction Methods and Graph Neural Networks for Brain Age Regression
We conclude that static graph construction approaches are potentially insufficient for the task of brain age estimation and make recommendations for alternative research directions.
Constructing Population-Specific Atlases from Whole Body MRI: Application to the UKBB
We demonstrate different applications of these atlases, using the differences between subjects with medical conditions such as diabetes and cardiovascular diseases and healthy subjects from the atlas space.
Unlocking the Diagnostic Potential of ECG through Knowledge Transfer from Cardiac MRI
In a qualitative analysis, we demonstrate that our learned ECG embeddings incorporate information from CMR image regions of interest.
Atlas-Based Interpretable Age Prediction In Whole-Body MR Images
We utilise the Grad-CAM interpretability method to determine the body areas most predictive of a person's age.
Body Fat Estimation from Surface Meshes using Graph Neural Networks
Body fat volume and distribution can be a strong indication for a person's overall health and the risk for developing diseases like type 2 diabetes and cardiovascular diseases.
Extended Graph Assessment Metrics for Graph Neural Networks
In this work, we introduce extended graph assessment metrics (GAMs) for regression tasks and continuous adjacency matrices.
