DocumentCode :
636233
Title :
Cramér-Rao bound for Intravoxel Incoherent Motion Diffusion Weighted Imaging fitting
Author :
Qinwei Zhang ; Yi-Xiang Wang ; Ma, Heather T. ; Jing Yuan
Author_Institution :
Dept. of Imaging & Interventional Radiol., Chinese Univ. of Hong Kong, Hong Kong, China
fYear :
2013
fDate :
3-7 July 2013
Firstpage :
511
Lastpage :
514
Abstract :
The precision of parameter estimation for Intravoxel Incoherent Motion Diffusion Weighted Imaging (IVIM-DWI) was investigated by examining their Cramér-Rao bounds (CRBs) under the presence of Rician noise. Monte Carlo (MC) simulation was also conducted to validate the CRB results. The estimation uncertainties of true diffusion coefficient (D) and perfusion fraction (f0) could reach 3.89% and 11.65% respectively with typical parameter values at a moderate signal-to-noise ratio (SNR) of 40. However, to estimate pseudo diffusion coefficient (D*) within 10% uncertainty requires SNR>122. The results also showed that the estimation precision of each parameter is not only dependent on SNR but also their true values, while this mutual dependency is complicated. Under some particular cases, estimation uncertainty for certain parameters might be smaller than 5% at a moderate SNR of 40. However, the simultaneous precise estimation for all three parameters is theoretically difficult and highly SNR demanding.
Keywords :
Monte Carlo methods; biodiffusion; biomedical MRI; noise; parameter estimation; Cramer-Rao bound; IVIM-DWI; Monte Carlo simulation; Rician noise; estimation uncertainty; intravoxel incoherent motion diffusion weighted imaging fitting; parameter estimation; perfusion fraction; pseudodiffusion coefficient estimation; signal-to-noise ratio; Estimation; Imaging; Monte Carlo methods; Rician channels; Signal to noise ratio; Uncertainty;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Engineering in Medicine and Biology Society (EMBC), 2013 35th Annual International Conference of the IEEE
Conference_Location :
Osaka
ISSN :
1557-170X
Type :
conf
DOI :
10.1109/EMBC.2013.6609549
Filename :
6609549
Link To Document :
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