DeepDTI: High-fidelity six-direction diffusion tensor imaging using deep learning.
Convolutional neural network
Data redundancy
Deep learning
Denoising
Diffusion tensor imaging
Diffusion tractography
Residual learning
Tract-specific analysis
Journal
NeuroImage
ISSN: 1095-9572
Titre abrégé: Neuroimage
Pays: United States
ID NLM: 9215515
Informations de publication
Date de publication:
01 10 2020
01 10 2020
Historique:
received:
19
01
2020
revised:
15
05
2020
accepted:
02
06
2020
pubmed:
7
6
2020
medline:
24
2
2021
entrez:
7
6
2020
Statut:
ppublish
Résumé
Diffusion tensor magnetic resonance imaging (DTI) is unsurpassed in its ability to map tissue microstructure and structural connectivity in the living human brain. Nonetheless, the angular sampling requirement for DTI leads to long scan times and poses a critical barrier to performing high-quality DTI in routine clinical practice and large-scale research studies. In this work we present a new processing framework for DTI entitled DeepDTI that minimizes the data requirement of DTI to six diffusion-weighted images (DWIs) required by conventional voxel-wise fitting methods for deriving the six unique unknowns in a diffusion tensor using data-driven supervised deep learning. DeepDTI maps the input non-diffusion-weighted (b = 0) image and six DWI volumes sampled along optimized diffusion-encoding directions, along with T
Identifiants
pubmed: 32504817
pii: S1053-8119(20)30503-6
doi: 10.1016/j.neuroimage.2020.117017
pmc: PMC7646449
mid: NIHMS1622637
pii:
doi:
Types de publication
Journal Article
Research Support, N.I.H., Extramural
Research Support, Non-U.S. Gov't
Langues
eng
Sous-ensembles de citation
IM
Pagination
117017Subventions
Organisme : NIBIB NIH HHS
ID : R01 EB028797
Pays : United States
Organisme : NIMH NIH HHS
ID : U54 MH091657
Pays : United States
Organisme : NIBIB NIH HHS
ID : U01 EB026996
Pays : United States
Organisme : NIBIB NIH HHS
ID : P41 EB030006
Pays : United States
Organisme : NINDS NIH HHS
ID : K23 NS096056
Pays : United States
Organisme : NIBIB NIH HHS
ID : P41 EB015896
Pays : United States
Organisme : NIMH NIH HHS
ID : R01 MH111419
Pays : United States
Organisme : NIBIB NIH HHS
ID : R01 EB023281
Pays : United States
Informations de copyright
Copyright © 2020 The Authors. Published by Elsevier Inc. All rights reserved.
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