DocumentCode
2074282
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
fYear
2012
fDate
Aug. 28 2012-Sept. 1 2012
Firstpage
110
Lastpage
113
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;
fLanguage
English
Publisher
ieee
Conference_Titel
Engineering in Medicine and Biology Society (EMBC), 2012 Annual International Conference of the IEEE
Conference_Location
San Diego, CA
ISSN
1557-170X
Print_ISBN
978-1-4244-4119-8
Electronic_ISBN
1557-170X
Type
conf
DOI
10.1109/EMBC.2012.6345883
Filename
6345883
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