Title :
3D nonlinear complex-diffusion filter on GPU
Author :
Rodrigues, P. ; Serranho, P. ; Bernardes, R.
Author_Institution :
Centre of New Technol. for Med., Assoc. for Innovation & Biomed. Res. on Light & Image, Coimbra, Portugal
fDate :
Aug. 28 2012-Sept. 1 2012
Abstract :
The ramp preserving 2D nonlinear complex-diffusion filter introduced by Gilboa et al. (2004) was extended to 3D (Maduro et al., 2012). We propose a graphical processing unit implementation of the 3D filter for an overall faster processing in order to be used in a clinical setting. We perform a search for the best diffusion parameters (the number of iterations and spread of the diffusivity) for the 2D and 3D filters and compare their results resorting to synthetic spectral-domain optical coherence tomography volumetric data and several quantitative metrics. Execution time improvement of our implementation versus a single-core approach is also presented, showing that it allows for a full 3D volume to be processed under 7.5 seconds.
Keywords :
diffusion; graphics processing units; medical image processing; optical tomography; 3D nonlinear complex diffusion filter; GPU; clinical setting; execution time improvement; graphical processing unit; single core approach; synthetic spectral domain optical coherence tomography; Biomedical imaging; Graphics processing units; Instruction sets; Kernel; Measurement; Optical filters; Tomography; Humans; Imaging, Three-Dimensional; Tomography, Optical Coherence;
Conference_Titel :
Engineering in Medicine and Biology Society (EMBC), 2012 Annual International Conference of the IEEE
Conference_Location :
San Diego, CA
Print_ISBN :
978-1-4244-4119-8
Electronic_ISBN :
1557-170X
DOI :
10.1109/EMBC.2012.6345883