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lop-DWI: A Novel Scheme for Pre-Processing of Diffusion-Weighted Images in the Gradient Direction Domain
- Source :
- Frontiers in Neurology, Frontiers in Neurology, Frontiers, 2015, 5 (290), ⟨10.3389/fneur.2014.00290⟩, Frontiers in Neurology, Vol 5 (2015)
- Publication Year :
- 2015
- Publisher :
- Frontiers Media S.A., 2015.
-
Abstract
- International audience; We describe and evaluate a pre-processing method based on a periodic spiral sampling of diffusion-gradient directions for high angular resolution diffusion magnetic resonance imaging. Our pre-processing method incorporates prior knowledge about the acquired diffusion-weighted signal, facilitating noise reduction. Periodic spiral sampling of gradient direction encodings results in an acquired signal in each voxel that is pseudo-periodic with characteristics that allow separation of low-frequency signal from high frequency noise. Consequently, it enhances local reconstruction of the orientation distribution function used to define fiber tracks in the brain. Denoising with periodic spiral sampling was tested using synthetic data and in vivo human brain images. The level of improvement in signal-to-noise ratio and in the accuracy of local reconstruction of fiber tracks was significantly improved using our method.
- Subjects :
- Computer science
Noise reduction
diffusion-weighted imaging
computer.software_genre
Signal
Synthetic data
lcsh:RC346-429
signal processing on the sphere
diffusion MRI
Sampling (signal processing)
Voxel
acquisition design
HARDI
Methods Article
[INFO.INFO-IM]Computer Science [cs]/Medical Imaging
Computer vision
spiral sampling
gradient direction domain
local reconstruction
Spiral
lcsh:Neurology. Diseases of the nervous system
pre-processing
business.industry
Orientation (computer vision)
Diffusion Weighted Imaging
filtering
Neurology
Neurology (clinical)
Artificial intelligence
Data mining
business
computer
Diffusion MRI
Neuroscience
Subjects
Details
- Language :
- English
- ISSN :
- 16642295
- Volume :
- 5
- Database :
- OpenAIRE
- Journal :
- Frontiers in Neurology
- Accession number :
- edsair.doi.dedup.....ad9cd0a03bdff686d79e8ed417b4ba85
- Full Text :
- https://doi.org/10.3389/fneur.2014.00290