Machine learning and radiology

S Wang, RM Summers - Medical image analysis, 2012 - Elsevier
In this paper, we give a short introduction to machine learning and survey its applications in
radiology. We focused on six categories of applications in radiology: medical image …

Advanced imaging and direct targeting of the motor thalamus and dentato-rubro-thalamic tract for tremor: a systematic review

N Gravbrot, M Saranathan, N Pouratian… - Stereotactic and …, 2020 - karger.com
Direct targeting methods for stereotactic neurosurgery in the treatment of essential tremor
have been the subject of active research over the past decade but have not yet been …

Thalamus Optimized Multi Atlas Segmentation (THOMAS): fast, fully automated segmentation of thalamic nuclei from structural MRI

JH Su, FT Thomas, WS Kasoff, T Tourdias, EY Choi… - Neuroimage, 2019 - Elsevier
The thalamus and its nuclei are largely indistinguishable on standard T1 or T2 weighted
MRI. While diffusion tensor imaging based methods have been proposed to segment the …

In-vivo probabilistic atlas of human thalamic nuclei based on diffusion-weighted magnetic resonance imaging

E Najdenovska, Y Alemán-Gómez, G Battistella… - Scientific data, 2018 - nature.com
The thalamic nuclei are involved in many neurodegenerative diseases and therefore, their
identification is of key importance in numerous clinical treatments. Automated segmentation …

Multi-institutional evaluation of deep brain stimulation targeting using probabilistic connectivity-based thalamic segmentation

N Pouratian, Z Zheng, AA Bari, E Behnke… - Journal of …, 2011 - thejns.org
Object Due to the lack of internal anatomical detail with traditional MR imaging, preoperative
stereotactic planning for the treatment of tremor usually relies on indirect targeting based on …

Robust thalamic nuclei segmentation method based on local diffusion magnetic resonance properties

G Battistella, E Najdenovska, P Maeder… - Brain Structure and …, 2017 - Springer
The thalamus is an essential relay station in the cortical–subcortical connections. It is
characterized by a complex anatomical architecture composed of numerous small nuclei …

Structural changes in thalamic nuclei across prodromal and clinical Alzheimer's disease

AS Bernstein, SZ Rapcsak… - Journal of …, 2021 - content.iospress.com
Background: Increasing evidence suggests that thalamic nuclei may atrophy in Alzheimer's
disease (AD). We hypothesized that there will be significant atrophy of limbic thalamic nuclei …

Dynamic thalamus parcellation from resting‐state fMRI data

B Ji, Z Li, K Li, L Li, J Langley, H Shen… - Human brain …, 2016 - Wiley Online Library
The thalamus is a relay center between various subcortical brain areas and the cerebral
cortex with delineation of its constituent nuclei being of particular interest in many …

A nonparametric Riemannian framework for processing high angular resolution diffusion images and its applications to ODF-based morphometry

A Goh, C Lenglet, PM Thompson, R Vidal - NeuroImage, 2011 - Elsevier
High angular resolution diffusion imaging (HARDI) has become an important technique for
imaging complex oriented structures in the brain and other anatomical tissues. This has …

MR imaging of ventral thalamic nuclei

K Yamada, K Akazawa, S Yuen… - American journal …, 2010 - Am Soc Neuroradiology
BACKGROUND AND PURPOSE: The Vim and VPL are important target regions of the
thalamus for DBS. Our aim was to clarify the anatomic locations of the ventral thalamic …