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gdimap (version 0.0-3)

Generalized Diffusion Magnetic Resonance Imaging

Description

Diffusion anisotropy has been used to characterize white matter neuronal pathways in the human brain, and infer global connectivity in the central nervous system. The package implements algorithms to estimate and visualize the orientation of neuronal pathways in model-free methods (q-space imaging methods). An optimized reconstruction technique based on the generalized q-sampling imaging (GQI) approach is adopted to reconstruct orientation distribution function (ODF) profiles. Two methods have been implemented to estimate fibre orientations. One method implements fibre orientation detection through local maxima extraction. A second more robust method is based on directional statistical clustering of ODF voxel data. Fibre orientations in multiple fibre voxels are estimated using a mixture of von Mises-Fisher (vMF) distributions. This statistical estimation procedure is used to resolve crossing fibre configurations. Procedures for the visualization of RGB-maps, line-maps and glyph-maps of real diffusion magnetic resonance imaging (dMRI) data-sets are included in the package.

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Version

Install

install.packages('gdimap')

Monthly Downloads

12

Version

0.0-3

License

GPL (>= 2)

Maintainer

Adelino da Silva

Last Published

March 20th, 2013

Functions in gdimap (0.0-3)

gqi.odfvmflines

Fibre Orientation Mapping Based on von Mises-Fisher Distributions
synthfiberss2z

Voxel Diffusion Profiles for Multiple Fibre Simulation
gqi.odfvxgrid

Glyph Maps
data_gfa_gqi

Generalized Fractional Anisotropy (GFA) File
rgbvolmap

Generalized Fractional Anisotropy (GFA) Maps (RGB Maps)
data.bval

b-Table File
s2tessel.zorder

3D Shell Grid Tessellation
gqi.odfpeaks

GQI Reconstruction and Main Fibre Orientation Determination via Peak Detection
data_brain_mask

Example of Mask File Used in Diffusion MRI Processing
slfcst

A Region-of-Interest (ROI) File for Diffusion MRI Analysis
data_V1_gqi

ODF First Principal Directions File
data

A Real Dataset for Diffusion MRI Analysis
gdimap-package

Generalized Diffusion Magnetic Resonance Imaging
gqi.odfpeaklines

Fibre Orientation Mapping Based on Local Peak Detection
dsi203_bmax4000

DSI b-Table File
simulglyph.vmf

Voxel Diffusion Profile Simulation and von Mises-Fisher Fibre Mapping
plotglyph

3D Glyph Visualization
gqi.odfvmf

GQI Reconstruction and Fibre Orientation Estimation Based on von Mises Distributions
simul.simplefield

Simulation of a Simple Field of Diffusion Profiles for von Mises-Fisher Fibre Orientation Mapping
simul.fandtasiaSignal

Simulation of Crossing-Fibre Diffusion Profiles
data.bvec

Shell Grid File
data_brain

Extracted Brain Data Set
data_V2_gqi

ODF Second Principal Directions File
dec

Directionally-Encoded Color (DEC) Representation
simul.fandtasia

Simulation of Curved Fibre Bundles for von Mises-Fisher Fibre Orientation Mapping