Title :
MRI simulation-based evaluation of image-processing and classification methods
Author :
Kwan, Remi K S ; Evans, Alan C. ; Pike, G. Bruce
Author_Institution :
McConnell Brain Imaging Centre, McGill Univ., Montreal, Que., Canada
Abstract :
With the increased interest in computer-aided image analysis methods, there is a greater need for objective methods of algorithm evaluation. Validation of in vivo MRI studies is complicated by a lack of reference data and the difficulty of constructing anatomically realistic physical phantoms. The authors present here an extensible MRI simulator that efficiently generates realistic three-dimensional (3-D) brain images using a hybrid Bloch equation and tissue template simulation that accounts for image contrast, partial volume, and noise. This allows image analysis methods to be evaluated with controlled degradations of image data.
Keywords :
biomedical MRI; brain; image classification; medical image processing; MRI simulation-based evaluation; controlled image data degradations; hybrid Bloch equation; image analysis methods evaluation; image contrast; image-processing methods; magnetic resonance imaging; medical diagnostic imaging; noise; partial volume; realistic three-dimensional brain images; tissue template simulation; Brain modeling; Computational modeling; Degradation; Equations; Hybrid power systems; Image analysis; Imaging phantoms; In vivo; Magnetic resonance imaging; Noise generators; Brain; Humans; Image Processing, Computer-Assisted; Magnetic Resonance Imaging; Phantoms, Imaging;
Journal_Title :
Medical Imaging, IEEE Transactions on