DeepDTI: High-fidelity six-direction diffusion tensor imaging using deep learning

DeepDTI: High-fidelity six-direction diffusion tensor imaging using deep learning

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 D...

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Bibliographic Details
Main Authors: Qiyuan Tian, Berkin Bilgic, Qiuyun Fan, Congyu Liao, Chanon Ngamsombat, Yuxin Hu, Thomas Witzel, Kawin Setsompop, Jonathan R. Polimeni, Susie Y. Huang
Format: Article
Language:English
Published: Elsevier 2020-10-01
Series:NeuroImage
Subjects:
Diffusion tensor imaging
Diffusion tractography
Tract-specific analysis
Deep learning
Residual learning
Convolutional neural network
Online Access:http://www.sciencedirect.com/science/article/pii/S1053811920305036

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