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 …

Challenges for machine learning in clinical translation of big data imaging studies

NK Dinsdale, E Bluemke, V Sundaresan, M Jenkinson… - Neuron, 2022 - cell.com
Combining deep learning image analysis methods and large-scale imaging datasets offers
many opportunities to neuroscience imaging and epidemiology. However, despite these …

Cognitive insights from tertiary sulci in prefrontal cortex

WI Voorhies, JA Miller, JK Yao, SA Bunge… - Nature …, 2021 - nature.com
The lateral prefrontal cortex (LPFC) is disproportionately expanded in humans compared to
non-human primates, although the relationship between LPFC brain structures and uniquely …

Uncovering a tripartite landmark in posterior cingulate cortex

EH Willbrand, BJ Parker, WI Voorhies, JA Miller… - Science …, 2022 - science.org
Understanding brain structure-function relationships, and their development and evolution,
is central to neuroscience research. Here, we show that morphological differences in …

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 …

Leveraging input-level feature deformation with guided-attention for sulcal labeling

S Lee, S Lee, EH Willbrand, BJ Parker… - … on Medical Imaging, 2024 - ieeexplore.ieee.org
The identification of cortical sulci is key for understanding functional and structural
development of the cortex. While large, consistent sulci (or primary/secondary sulci) receive …

Neuroanatomical and functional dissociations between variably present anterior lateral prefrontal sulci

EH Willbrand, SA Bunge, KS Weiner - Journal of Cognitive …, 2023 - direct.mit.edu
The lateral prefrontal cortex (LPFC) is an evolutionarily expanded region in humans that is
critical for numerous complex functions, many of which are largely hominoid specific …

Functionally and structurally distinct fusiform face area (s) in over 1000 participants

X Chen, X Liu, BJ Parker, Z Zhen, KS Weiner - NeuroImage, 2023 - Elsevier
The fusiform face area (FFA) is a widely studied region causally involved in face perception.
Even though cognitive neuroscientists have been studying the FFA for over two decades …