Title :
A GPU-Based Parallel Computing Framework for Accelerating the Reconstruction of q-Ball Imaging
Author :
Hong Che Lai ; Chun Hung Yeh ; Kuan Hung Cho ; Ching Po Lin ; Chia Yen Lee ; Yi Ping Chao
Author_Institution :
Inst. of Brain Sci., Nat. Yang Ming Univ., Taipei, Taiwan
Abstract :
High-angular resolution diffusion imaging (HARDI) relative to the diffusion tensor imaging (DTI) can resolve the complex fiber crossing of each voxel in the brain, however, the image reconstruction time is longer than conventional technology, therefore, to improve the performance is a very important work to do. We used graphic processing unit (GPU) and CUDA to compute the spherical harmonic function on the reconstruction of QBI. It´s very useful on massive performance data (Bid Data). With the large number of matrix elements in GPU for parallel computing. By evaluating with different video cards, the improved performance showed 179 to 574 speed up through shared memory access for computation. Finally, the results will be used in an extension of the three-dimensional spatial visualization and probabilistic tractography.
Keywords :
Big Data; biomedical MRI; brain; graphics processing units; image reconstruction; parallel architectures; CUDA; DTI; GPU-based parallel computing framework; HARDI; QBI reconstruction; brain; complex fiber crossing; diffusion MRI; diffusion tensor imaging; graphic processing unit; high-angular resolution diffusion imaging; massive performance data; probabilistic tractography; q-ball imaging acceleration; q-ball imaging reconstruction; shared memory access; spherical harmonic function; three-dimensional spatial visualization; video cards; Acceleration; Computer architecture; Graphics processing units; Harmonic analysis; Image reconstruction; Imaging; Parallel processing; Graphic Processing Unit; High Angular Resolution Diffusion Imaging; Parallel Computing; Q-ball Imaging;
Conference_Titel :
Computer, Consumer and Control (IS3C), 2014 International Symposium on
Conference_Location :
Taichung
DOI :
10.1109/IS3C.2014.287