Deep learning aided neuroimaging and brain regulation
Currently, deep learning aided medical imaging is becoming the hot spot of AI frontier
application and the future development trend of precision neuroscience. This review aimed …
application and the future development trend of precision neuroscience. This review aimed …
Diffusion mri with machine learning
D Karimi, SK Warfield - Imaging Neuroscience, 2024 - direct.mit.edu
Diffusion-weighted magnetic resonance imaging (dMRI) of the brain offers unique
capabilities including noninvasive probing of tissue microstructure and structural …
capabilities including noninvasive probing of tissue microstructure and structural …
A Unified Learning Model for Estimating Fiber Orientation Distribution Functions on Heterogeneous Multi-shell Diffusion-Weighted MRI
Diffusion-weighted (DW) MRI measures the direction and scale of the local diffusion process
in every voxel through its spectrum in q-space, typically acquired in one or more shells …
in every voxel through its spectrum in q-space, typically acquired in one or more shells …
Field-of-view extension for brain diffusion MRI via deep generative models
Purpose In brain diffusion magnetic resonance imaging (dMRI), the volumetric and bundle
analyses of whole-brain tissue microstructure and connectivity can be severely impeded by …
analyses of whole-brain tissue microstructure and connectivity can be severely impeded by …
Field-of-View Extension for Diffusion MRI via Deep Generative Models
Purpose: In diffusion MRI (dMRI), the volumetric and bundle analyses of whole-brain tissue
microstructure and connectivity can be severely impeded by an incomplete field-of-view …
microstructure and connectivity can be severely impeded by an incomplete field-of-view …
Tractography with T1-weighted MRI and associated anatomical constraints on clinical quality diffusion MRI
Diffusion MRI (dMRI) streamline tractography, the gold-standard for in vivo estimation of
white matter (WM) pathways in the brain, has long been considered as a product of WM …
white matter (WM) pathways in the brain, has long been considered as a product of WM …
Tractography from T1-weighted MRI: Empirically exploring the clinical viability of streamline propagation without diffusion MRI
Over the last few decades, diffusion MRI (dMRI) streamline tractography has emerged as the
dominant method for in vivo estimation of white matter (WM) pathways in the brain. One key …
dominant method for in vivo estimation of white matter (WM) pathways in the brain. One key …
[HTML][HTML] Implementation considerations for deep learning with diffusion MRI streamline tractography
One area of medical imaging that has recently experienced innovative deep learning
advances is diffusion MRI (dMRI) streamline tractography with recurrent neural networks …
advances is diffusion MRI (dMRI) streamline tractography with recurrent neural networks …