Error Propagation Framework for Diffusion Tensor Imaging via Diffusion Tensor Representations
- 30 July 2007
- journal article
- Published by Institute of Electrical and Electronics Engineers (IEEE) in IEEE Transactions on Medical Imaging
- Vol. 26 (8) , 1017-1034
- https://doi.org/10.1109/tmi.2007.897415
Abstract
An analytical framework of error propagation for diffusion tensor imaging (DTI) is presented. Using this framework, any uncertainty of interest related to the diffusion tensor elements or to the tensor-derived quantities such as eigenvalues, eigenvectors, trace, fractional anisotropy (FA), and relative anisotropy (RA) can be analytically expressed and derived from the noisy diffusion-weighted signals. The proposed framework elucidates the underlying geometric relationship between the variability of a tensor-derived quantity and the variability of the diffusion weighted signals through the nonlinear least squares objective function of DTI. Monte Carlo simulations are carried out to validate and investigate the basic statistical properties of the proposed framework.Keywords
This publication has 43 references indexed in Scilit:
- Variance of estimated DTI‐derived parameters via first‐order perturbation methodsMagnetic Resonance in Medicine, 2006
- Investigation of anomalous estimates of tensor‐derived quantities in diffusion tensor imagingMagnetic Resonance in Medicine, 2006
- PASTA: Pointwise assessment of streamline tractography attributesMagnetic Resonance in Medicine, 2005
- A Constrained Variational Principle for Direct Estimation and Smoothing of the Diffusion Tensor Field From Complex DWIIEEE Transactions on Medical Imaging, 2004
- Analytical error propagation in diffusion anisotropy calculationsJournal of Magnetic Resonance Imaging, 2004
- A normal distribution for tensor-valued random variables: applications to diffusion tensor MRIIEEE Transactions on Medical Imaging, 2003
- An introduction to differential geometry in econometricsPublished by Cambridge University Press (CUP) ,2000
- Absolute Quantitation of Diffusion Constants in Human StrokeStroke, 1997
- An Antipodally Symmetric Distribution on the SphereThe Annals of Statistics, 1974
- The estimation of second-order tensors, with related tests and designsBiometrika, 1963