Deep Learning to Predict Neonatal and Infant Brain Age from Myelination on Brain MRI Scans

Age estimates from brain magnetic resonance images of children younger than two years of age using deep learning

(2021) Masahiro Kawaguchi et al.   MAGNETIC RESONANCE IMAGING

Multi-channel Attention-Fusion Neural Network for Brain Age Estimation: Accuracy, Generality, and Interpretation with 16,705 Healthy MRIs across Lifespan

(2021) Sheng He et al.   MEDICAL IMAGE ANALYSIS

A Multidimensional Neural Maturation Index Reveals Reproducible Developmental Patterns in Children and Adolescents

(2020) Monica Truelove-Hill et al.   JOURNAL OF NEUROSCIENCE

Predicting Brain Age of Healthy Adults Based on Structural MRI Parcellation Using Convolutional Neural Networks

(2020) Huiting Jiang et al.   Frontiers in Neurology

From a deep learning model back to the brain—Identifying regional predictors and their relation to aging

(2020) Gidon Levakov et al.   HUMAN BRAIN MAPPING

Plasticity in oligodendrocyte lineage progression: An OPC puzzle on our nerves

(2020) Georgina A. Craig et al.   EUROPEAN JOURNAL OF NEUROSCIENCE

Brain Age Prediction of Children Using Routine Brain MR Images via Deep Learning

(2020) Jin Hong et al.   Frontiers in Neurology

Age Prediction Based on Brain MRI Image: A Survey

(2019) Hedieh Sajedi et al.   JOURNAL OF MEDICAL SYSTEMS

Anatomical context improves deep learning on the brain age estimation task

(2019) Camilo Bermudez et al.   MAGNETIC RESONANCE IMAGING

Brain age prediction using deep learning uncovers associated sequence variants

(2019) B. A. Jonsson et al.   Nature Communications

T1 white/gray contrast as a predictor of chronological age, and an index of cognitive performance

(2018) John D. Lewis et al.   NEUROIMAGE

Machine Learning for Medical Imaging

(2017) Bradley J. Erickson et al.   RADIOGRAPHICS

Prediction of brain maturity in infants using machine-learning algorithms

(2016) Christopher D. Smyser et al.   NEUROIMAGE

Comparison of Spin-Echo and Gradient-Echo T1-Weighted and Spin-Echo T2-Weighted Images at 3T in Evaluating Term-Neonatal Myelination

(2014) A.E. Tyan et al.   AMERICAN JOURNAL OF NEURORADIOLOGY

Characterizing longitudinal white matter development during early childhood

(2014) Douglas C. Dean et al.   Brain Structure & Function

The Role of Balanced Training and Testing Data Sets for Binary Classifiers in Bioinformatics

(2013) Qiong Wei et al.   PLoS One

Comparison of Spin-Echo T1- and T2-Weighted and Gradient-Echo T1-Weighted Images at 3T in Evaluating Very Preterm Neonates at Term-Equivalent Age

(2012) B. Sarikaya et al.   AMERICAN JOURNAL OF NEURORADIOLOGY

Assessment of Normal Myelination with Magnetic Resonance Imaging

(2012) Kirk Welker et al.   SEMINARS IN NEUROLOGY

Invited Article: An MRI-based approach to the diagnosis of white matter disorders

(2009) R. Schiffmann et al.   NEUROLOGY

A Structural MRI Study of Human Brain Development from Birth to 2 Years

(2008) R. C. Knickmeyer et al.   JOURNAL OF NEUROSCIENCE

White matter in learning, cognition and psychiatric disorders

(2008) R. Douglas Fields   TRENDS IN NEUROSCIENCES