FMRIB Software Library
Encyclopedia
The FMRIB Software Library (FSL) is a software library containing image analysis and statistical tools for functional
, structural and diffusion
MRI brain imaging data.
FSL is available as both precompiled binaries and source code for Apple and PC (Linux and Windows) computers. It is freely available for non-commercial use.
University, UK. The first release of FSL was in 2000; there has been
approximately one major new release each year to date. The FMRIB
Analysis Group is primarily funded by the UK EPSRC and
MRC Research Councils.
Functional magnetic resonance imaging
Functional magnetic resonance imaging or functional MRI is a type of specialized MRI scan used to measure the hemodynamic response related to neural activity in the brain or spinal cord of humans or other animals. It is one of the most recently developed forms of neuroimaging...
, structural and diffusion
Diffusion MRI
Diffusion MRI is a magnetic resonance imaging method that produces in vivo images of biological tissues weighted with the local microstructural characteristics of water diffusion, which is capable of showing connections between brain regions...
MRI brain imaging data.
FSL is available as both precompiled binaries and source code for Apple and PC (Linux and Windows) computers. It is freely available for non-commercial use.
FSL Functionality
Functional MRI | |
---|---|
FEAT | Model-based FMRI analysis with straightforward but powerful GUI: data preprocessing (including slice timing correction, MCFLIRT motion correction and PRELUDE+FUGUE EPI unwarping); FILM GLM General linear model The general linear model is a statistical linear model.It may be written aswhere Y is a matrix with series of multivariate measurements, X is a matrix that might be a design matrix, B is a matrix containing parameters that are usually to be estimated and U is a matrix containing errors or... timeseries analysis with prewhitening; registration to structural and/or standard space images; and fully generalised mixed-effects group analysis using advanced Bayesian Bayesian inference In statistics, Bayesian inference is a method of statistical inference. It is often used in science and engineering to determine model parameters, make predictions about unknown variables, and to perform model selection... techniques. |
MELODIC | Model-free FMRI analysis using Probabilistic Independent Component Analysis Independent component analysis Independent component analysis is a computational method for separating a multivariate signal into additive subcomponents supposing the mutual statistical independence of the non-Gaussian source signals... (PICA). MELODIC automatically estimates the number of interesting noise and signal sources in the data and because of the associated "noise model", is able to assign significances ("p-values") to the output spatial maps. |
FLOBS | Generation of optimal HRF basis functions and Bayesian activation estimation. |
SMM | Spatial mixture modelling - alternative hypothesis testing using histogram mixture modelling with spatial regularisation of the voxel classification into activation and non-activation. |
Structural MRI | |
BET / BET2 | Brain Extraction Tool - segments brain from non-brain in structural and functional data, and models skull and scalp surfaces. |
SUSAN | Nonlinear noise reduction. |
FAST | FMRIB's Automated Segmentation Tool - brain segmentation (into different tissue types) and bias field correction. |
FLIRT | FMRIB's Linear Image Registration Tool - linear inter- and intra-modal registration. |
FUGUE | Unwarps geometric distortion in EPI images using B0 field maps. |
SIENA | Structural brain change analysis, for estimating brain atrophy. |
Diffusion MRI | |
FDT | FMRIB's Diffusion Toolbox - tools for low-level diffusion parameter reconstruction and probabilistic tractography. |
TBSS | Tract-Based Spatial Statistics (part of FMRIB's Diffusion Toolbox) - voxelwise analysis of multi-subject diffusion data. |
Other tools | |
Inference | Various inference/thresholding tools, including: Randomise (permutation-based inference tool for nonparametric statistical thresholding), cluster (cluster-based thresholding using GRF theory for inference), FDR (false discovery rate inference) and Glm (a GUI for creating model design matrices). |
FSLView | Interactive display tool for 3D and 4D data. |
AVWUTILS | Misc utils for converting and processing images. |
History and Development
FSL is written mainly by members of the FMRIB (Functional Magnetic Resonance Imaging of the Brain) Analysis Group, OxfordUniversity, UK. The first release of FSL was in 2000; there has been
approximately one major new release each year to date. The FMRIB
Analysis Group is primarily funded by the UK EPSRC and
MRC Research Councils.
See also
- FSL website
- FMRIB Analysis Group
- SPMStatistical parametric mappingStatistical parametric mapping or SPM is a statistical technique created by Karl Friston for examining differences in brain activity recorded during functional neuroimaging experiments using neuroimaging technologies such as fMRI or PET...
- NeuroimagingNeuroimagingNeuroimaging includes the use of various techniques to either directly or indirectly image the structure, function/pharmacology of the brain...