9d ago
ClinSeg: Robust Brain Segmentation for Clinically Acquired Pediatric MRI
Levitis · E. · Tregidgo · H. F. J. · Zimmerman · D. · Jung · B. · +28 more
Abstract
Clinical brain MRIs from pediatric health systems represent a viable resource for modeling early neurodevelopmental trajectories and studying neurodevelopmental risk in real-world populations. However, a limitation to date has been the performance of existing segmentation tools for measuring various brain phenotypes in clinical scans. In particular, many tools underperform in infant scans due to morphological and physical changes such as rapid myelination. Here, we introduce ClinSeg: a robust se
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