DocumentCode :
2727466
Title :
GPGPU-based data parallel region growing algorithm for cell nuclei detection
Author :
Szénási, Sándor ; Vámossy, Zoltán ; Kozlovszky, Miklós
Author_Institution :
John von Neumann Fac. of Inf., Obuda Univ., Budapest, Hungary
fYear :
2011
fDate :
21-22 Nov. 2011
Firstpage :
493
Lastpage :
499
Abstract :
Nowadays microscopic analysis of tissue samples is done more and more by using digital imagery and special immunodiagnostic software. These are typically specific applications developed for one distinct field, but some subroutines are commonly repeated, for example several applications contain steps that can detect cell nuclei in a sample image. The aim of our research is developing a new data parallel algorithm that can be implemented even in a GPGPU environment and that is capable of counting hematoxylin eosin (HE) stained cell nuclei and of identifying their exact locations and sizes (using a variation of the region growing method). Our presentation contains the detailed description of the algorithm, the peculiarity of the CUDA implementation, and the evaluation of the created application (regarding its accuracy and the decrease in the execution time).
Keywords :
biological tissues; cellular biophysics; graphics processing units; medical image processing; parallel architectures; CUDA implementation; GPGPU based data parallel region growing algorithm; cell nuclei detection; digital imagery; hematoxylin eosin stained cell nuclei; immunodiagnostic software; location identification; microscopic analysis; region growing method; size identification; tissue samples; Algorithm design and analysis; Computer architecture; Graphics processing unit; Instruction sets; Kernel; Microprocessors; Synchronization; CUDA; GPGPU; biomedical image processing; data parallel algorithm; nuclei detection;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Computational Intelligence and Informatics (CINTI), 2011 IEEE 12th International Symposium on
Conference_Location :
Budapest
Print_ISBN :
978-1-4577-0044-6
Type :
conf
DOI :
10.1109/CINTI.2011.6108556
Filename :
6108556
Link To Document :
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