4.7 Article

FOD-Net: A deep learning method for fiber orientation distribution angular super resolution

相关参考文献

注意:仅列出部分参考文献,下载原文获取全部文献信息。
Article Neurosciences

Uncertainty modelling in deep learning for safer neuroimage enhancement: Demonstration in diffusion MRI

Ryutaro Tanno et al.

Summary: This study introduces a method to improve the accuracy of medical image super-resolution problems and demonstrates the potential benefits of integrating uncertainty modeling into DL algorithms through detailed analysis and evaluation.

NEUROIMAGE (2021)

Article Biology

Enhancing the estimation of fiber orientation distributions using convolutional neural networks

Oeslle Lucena et al.

Summary: This study aims to improve FOD estimation from clinically acquired dMRI. Patch-based 3D convolutional neural networks (CNNs) are evaluated on their ability to regress multi-shell FODs from single-shell FODs, using constrained spherical deconvolution (CSD). U-Net and HighResolution Network (HighResNet) 3D CNN architectures are evaluated on different datasets to assess their ability to resolve FODs in various scenarios, including datasets with different acquisition protocols and number of gradient directions. This work represents progress towards more accurate FOD estimation in time- and resource-limited clinical environments.

COMPUTERS IN BIOLOGY AND MEDICINE (2021)

Article Neurosciences

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

Qiyuan Tian et al.

NEUROIMAGE (2020)

Article Radiology, Nuclear Medicine & Medical Imaging

Fast learning of fiber orientation distribution function for MR tractography using convolutional neural network

Zhichao Lin et al.

MEDICAL PHYSICS (2019)

Editorial Material Multidisciplinary Sciences

Marriage of mind and machine

Neil Savage

NATURE (2019)

Article Multidisciplinary Sciences

Inferring neural signalling directionality from undirected structural connectomes

Caio Seguin et al.

NATURE COMMUNICATIONS (2019)

Article Biochemical Research Methods

U-Net: deep learning for cell counting, detection, and morphometry

Thorsten Falk et al.

NATURE METHODS (2019)

Article Biochemical Research Methods

Deep learning enables cross-modality super-resolution in fluorescence microscopy

Hongda Wang et al.

NATURE METHODS (2019)

Article Computer Science, Artificial Intelligence

Combined tract segmentation and orientation mapping for bundle-specific tractography

Jakob Wasserthal et al.

MEDICAL IMAGE ANALYSIS (2019)

Article Neurosciences

Confirmation of a gyral bias in diffusion MRI fiber tractography

Kurt Schilling et al.

HUMAN BRAIN MAPPING (2018)

Article Radiology, Nuclear Medicine & Medical Imaging

The role of whole-brain diffusion MRI as a tool for studying human in vivo cortical segregation based on a measure of neurite density

Fernando Calamante et al.

MAGNETIC RESONANCE IN MEDICINE (2018)

Article Neurosciences

TractSeg - Fast and accurate white matter tract segmentation

Jakob Wasserthal et al.

NEUROIMAGE (2018)

Article Neurosciences

Image quality transfer and applications in diffusion MRI

Daniel C. Alexander et al.

NEUROIMAGE (2017)

Review Neurosciences

The connectomics of brain disorders

Alex Fornito et al.

NATURE REVIEWS NEUROSCIENCE (2015)

Article Clinical Neurology

White matter fiber tractography: why we need to move beyond DTI Clinical article

Shawna Farquharson et al.

JOURNAL OF NEUROSURGERY (2013)

Review Biochemical Research Methods

Imaging human connectomes at the macroscale

R. Cameron Craddock et al.

NATURE METHODS (2013)

Article Neurosciences

The WU-Minn Human Connectome Project: An overview

David C. Van Essen et al.

NEUROIMAGE (2013)

Article Neurosciences

Advances in diffusion MRI acquisition and processing in the Human Connectome Project

Stamatios N. Sotiropoulos et al.

NEUROIMAGE (2013)

Article Computer Science, Artificial Intelligence

Super-resolution reconstruction to increase the spatial resolution of diffusion weighted images from orthogonal anisotropic acquisitions

Benoit Scherrer et al.

MEDICAL IMAGE ANALYSIS (2012)

Article Radiology, Nuclear Medicine & Medical Imaging

Measurement of fiber orientation distributions using high angular resolution diffusion imaging

AW Anderson

MAGNETIC RESONANCE IN MEDICINE (2005)