Title :
A robust technique for motion correction in fMRI
Author :
Palit, A. Sarbani ; Sengupta, B. Debasis ; Ali, C. Mohammad
Author_Institution :
Indian Stat. Inst., Kolkata, India
Abstract :
A major source of error in the analysis of functional Magnetic Resonance images is the presence of spurious activation arising on account of patient head movement at the time of image acquisition. This makes it imperative for the images to be subjected to motion correction through registration. A number of solutions to the problem currently do exist though there is always the need for faster approaches which produce better estimates of the motion parameters. In this paper, we propose a signal model for fMRI images with possible relative movement between scans and show how the least trimmed squares estimator, which is well-known in the statistical literature for its robustness, can be used. Since data obtained from actual fMRI studies do not provide the ldquocorrectrdquo values of the motion parameters with which the performances of various estimators may be compared, computer simulations are set up where these parameters may be controlled. Our simulations indicate that the proposed method produces smaller error in the estimated motion parameters, when compared to the existing estimators, including another robust estimator.
Keywords :
biomedical MRI; image motion analysis; image registration; least squares approximations; medical image processing; parameter estimation; error estimation; fMRI motion correction; functional magnetic resonance image; image acquisition; image registration; least trimmed squares estimator; patient head movement; robust estimator; spurious activation; Computational modeling; Computer simulation; Error analysis; Image analysis; Magnetic analysis; Magnetic heads; Magnetic resonance; Motion control; Motion estimation; Robustness; Motion correction; image registration; least squares; least trimmed squares; parameter estimation;
Conference_Titel :
Digital Signal Processing, 2009 16th International Conference on
Conference_Location :
Santorini-Hellas
Print_ISBN :
978-1-4244-3297-4
Electronic_ISBN :
978-1-4244-3298-1
DOI :
10.1109/ICDSP.2009.5201069