DocumentCode :
1991743
Title :
The GPU on biomedical image processing for color and phenotype analysis
Author :
Ruiz, Antonio ; Ujaldón, Manuel ; Andrades, Joské Antonio ; Becerra, Joské ; Huang, Kun ; Pan, Tony ; Saltz, Joel
Author_Institution :
Univ. of Malaga, Malaga
fYear :
2007
fDate :
14-17 Oct. 2007
Firstpage :
1124
Lastpage :
1128
Abstract :
The computational power and memory bandwidth of graphics processing units (GPUs) have turned them into attractive platforms for general-purpose applications. In this paper, we exploit this power in the context of biomedical image processing by establishing a cooperative environment between the CPU and the GPU. We deal with phenotype and color analysis on a wide variety of microscopic images from studies of cartilage and bone tissue regeneration using stem cells and genetics involving cancer pathology. Both processors are used in parallel to map algorithms for computing color histograms, contour detection using the Canny filter and pattern recognition based on the Hough transform. Task, data and instruction parallelism are exploited in the GPU to accomplish performance gains between 4times and 100times more than the typical CPU code.
Keywords :
Hough transforms; computer graphics; genetics; image colour analysis; image segmentation; medical image processing; pattern recognition; tissue engineering; Canny filter; GPU; Hough transform; biomedical image processing; bone tissue regeneration; cancer pathology; cartilage; color analysis; color histogram; contour detection; genetics; graphics processing unit; pattern recognition; phenotype analysis; stem cells; Bandwidth; Biomedical computing; Biomedical image processing; Bone tissue; Central Processing Unit; Graphics; Image analysis; Image color analysis; Microscopy; Stem cells;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Bioinformatics and Bioengineering, 2007. BIBE 2007. Proceedings of the 7th IEEE International Conference on
Conference_Location :
Boston, MA
Print_ISBN :
978-1-4244-1509-0
Type :
conf
DOI :
10.1109/BIBE.2007.4375701
Filename :
4375701
Link To Document :
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