Graph-based deep learning for medical diagnosis and analysis: past, present and future

D Ahmedt-Aristizabal, MA Armin, S Denman, C Fookes… - Sensors, 2021 - mdpi.com
With the advances of data-driven machine learning research, a wide variety of prediction
problems have been tackled. It has become critical to explore how machine learning and …

Overlooked tertiary sulci serve as a meso-scale link between microstructural and functional properties of human lateral prefrontal cortex

JA Miller, WI Voorhies, DJ Lurie… - Journal of …, 2021 - Soc Neuroscience
Understanding the relationship between neuroanatomy and function in portions of cortex
that perform functions largely specific to humans such as lateral prefrontal cortex (LPFC) is …

Sulcal depth in prefrontal cortex: a novel predictor of working memory performance

JK Yao, WI Voorhies, JA Miller, SA Bunge… - Cerebral …, 2023 - academic.oup.com
The neuroanatomical changes that underpin cognitive development are of major interest in
neuroscience. Of the many aspects of neuroanatomy to consider, tertiary sulci are …

[HTML][HTML] TopoFit: rapid reconstruction of topologically-correct cortical surfaces

A Hoopes, JE Iglesias, B Fischl, D Greve… - … of machine learning …, 2022 - ncbi.nlm.nih.gov
Mesh-based reconstruction of the cerebral cortex is a fundamental component in brain
image analysis. Classical, iterative pipelines for cortical modeling are robust but often time …

[HTML][HTML] Labeling lateral prefrontal sulci using spherical data augmentation and context-aware training

I Lyu, S Bao, L Hao, J Yao, JA Miller, W Voorhies… - NeuroImage, 2021 - Elsevier
The inference of cortical sulcal labels often focuses on deep (primary and secondary) sulcal
regions, whereas shallow (tertiary) sulcal regions are largely overlooked in the literature due …

Emotion-related impulsivity is related to orbitofrontal cortical sulcation

WL Hastings III, EH Willbrand, JP Kelly, ST Washington… - Cortex, 2024 - Elsevier
Background Emotion-related impulsivity (ERI) describes the trait-like tendency toward poor
self-control when experiencing strong emotions. ERI has been shown to be elevated across …

Automatic cortical surface parcellation in the fetal brain using attention-gated spherical U-net

S You, A De Leon Barba, V Cruz Tamayo… - Frontiers in …, 2024 - frontiersin.org
Cortical surface parcellation for fetal brains is essential for the understanding of
neurodevelopmental trajectories during gestations with regional analyses of brain structures …

Variable Presence of an Evolutionarily New Brain Structure is Related to Trait Impulsivity

EH Willbrand, SA Maboudian, MV Elliott… - Biological Psychiatry …, 2024 - Elsevier
Background Impulsivity is a multidimensional construct reflecting poor constraint over one's
behaviors. Clinical psychology research identifies separable impulsivity dimensions that are …

Efficient 3d representation learning for medical image analysis

Y Tang, J Liu, Z Zhou, X Yu, Y Huo - Deep Learning For 3d …, 2024 - books.google.com
Volumetric quantification of medical images plays a crucial role in the development,
discovery, and assessment of anatomical mechanisms. Modern machine learning …

Cognitive insights from evolutionarily new brain structures in prefrontal cortex

WI Voorhies, JA Miller, JK Yao, SA Bunge, KS Weiner - bioRxiv, 2020 - biorxiv.org
While the disproportionate expansion of lateral prefrontal cortex (LPFC) in humans
compared to non-human primates is accepted, the relationship between evolutionarily new …