Back to search

Article

A Comparative Evaluation of Structural MRI Foundation Models for Age, Sex, and Body-Mass Index Predictions

2026-05-19

Abstract excerpt

Foundation models pre-trained on large neuroimaging datasets offer a promising approach to overcome the limited sample sizes typical of clinical imaging studies, yet their generalization across diverse populations remains unclear. We present the first systematic benchmark of four publicly available structural MRI foundation models: AnatCL, BrainIAC, 3D-Neuro-SimCLR, and SwinBrain. Using T1-weighted MRIs from the P...

Topics

Open a Topic to create a Post that cites this publication.

Identifiers and source

Literature Corpus work
f446297c-08d0-578f-8590-b77fc4c826d3
DOI
10.64898/2026.05.15.725427
Open publication

Related research

Semantic proximity does not establish scientific evidence.

Click a neighbor to travelStep 1 · 12 closest
Interactive article relationship graphSelect a related publication card to move it into the centre and load its closest explainable connections. Solid lines are source-backed structured connections. Dashed lines are semantic discovery signals and are not scientific evidence.
A Comparative Evaluation of Structural MRI Foundation Models for Age, Sex, and Body-Mass Index PredictionsDOI 10.64898/2026.05.15.725427
Select a neighboring publication to make it the new centre.