Title :
Simulation-based evaluation of susceptibility distortion correction methods in diffusion MRI for connectivity analysis
Author :
Esteban, Oscar ; Daducci, Alessandro ; Caruyer, Emmanuel ; O´Brien, Kieran ; Ledesma-Carbayo, Maria J. ; Bach-Cuadra, Meritxell ; Santos, Andres
Author_Institution :
Biomed. Image Technol., U. Politec. de Madrid, Madrid, Spain
fDate :
April 29 2014-May 2 2014
Abstract :
Connectivity analysis on diffusion MRI data of the whole-brain suffers from distortions caused by the standard echo-planar imaging acquisition strategies. These images show characteristic geometrical deformations and signal destruction that are an important drawback limiting the success of tractography algorithms. Several retrospective correction techniques are readily available. In this work, we use a digital phantom designed for the evaluation of connectivity pipelines. We subject the phantom to a “theoretically correct” and plausible deformation that resembles the artifact under investigation. We correct data back, with three standard methodologies (namely fieldmap-based, reversed encoding-based, and registration-based). Finally, we rank the methods based on their geometrical accuracy, the dropout compensation, and their impact on the resulting connectivity matrices.
Keywords :
biodiffusion; biomechanics; biomedical MRI; brain; deformation; image coding; image registration; medical image processing; phantoms; connectivity analysis; diffusion MRI; digital phantom; dropout compensation; fieldmap-based method; geometrical accuracy; geometrical deformations; registration-based method; retrospective correction techniques; reversed encoding-based method; signal destruction; simulation-based evaluation; standard echo-planar imaging acquisition; susceptibility distortion correction methods; tractography algorithms; whole brain; Diffusion tensor imaging; Phantoms; Phase distortion; Standards; Transmission line matrix methods; connectivity; diffusion MRI; susceptibility artifacts; tractography;
Conference_Titel :
Biomedical Imaging (ISBI), 2014 IEEE 11th International Symposium on
Conference_Location :
Beijing
DOI :
10.1109/ISBI.2014.6867976