Title :
An algebraic solution to rotation recovery in HARDI from correspondences of orientation distribution functions
Author :
Çetingül, H. Ertan ; Afsari, Bijan ; Vidal, René
Author_Institution :
Imaging & Visualization, Siemens Corp. Res. & Technol., Princeton, NJ, USA
Abstract :
We consider the problem of aligning high angular resolution diffusion images characterized by orientation distribution functions (ODFs). We cast this problem as an optimization problem where we seek the rotation that aligns the source and target ODFs. This rotation induces a linear transformation of the spherical harmonic coefficients of the ODFs, which can be parametrized by the rotation Euler angles. We propose an algebraic approach to estimate this transformation from a number of ODF correspondences. We evaluate the proposed method on synthetic ODFs as well as on a diffusion MR phantom dataset.
Keywords :
algebra; biomedical MRI; medical signal processing; optimisation; phantoms; HARDI rotation recovery; ODF correspondence; ODF spherical harmonic coefficients; algebraic solution; diffusion MR phantom dataset; high angular resolution diffusion image alignment; linear transformation; optimization problem; orientation distribution function; rotation Euler angles; Estimation; Harmonic analysis; Noise; Noise measurement; Phantoms; diffusion magnetic resonance imaging; harmonic analysis; image matching; irreducible representation; optimization;
Conference_Titel :
Biomedical Imaging (ISBI), 2012 9th IEEE International Symposium on
Conference_Location :
Barcelona
Print_ISBN :
978-1-4577-1857-1
DOI :
10.1109/ISBI.2012.6235478