Title :
FPGA implementation of a modified pulse mode FCM image segmentation algorithms
Author :
Karray, Marwa ; Krid, Mohamed ; Gargouri, Amir ; Masmoudi, Dorra Sellami
Author_Institution :
Adv. Control & Energy Manage. Lab., Univ. of Sfax, Sfax, Tunisia
Abstract :
This paper present a novel architecture for image segmentation. The design is based on the fuzzy c-means algorithm based gaussian function in pulse mode for reducing the large storage requirement. The proposed algorithm is tested in mammogram image segmentation approximately with 0.92 of segmentation index. The pulse mode stochastic computing technique is implemented with a simple bloc avoiding the use of conventional multipliers for sake of compactness. The whole modified FCM is implemented on a Virtex II PRO FPGA platform and synthesis results are presented.
Keywords :
field programmable gate arrays; image segmentation; stochastic programming; FPGA; Gaussian function; Virtex II PRO FPGA platform; fuzzy c-means algorithm; mammogram image segmentation; modified pulse mode FCM image segmentation algorithms; pulse mode stochastic computing technique; segmentation index; Algorithm design and analysis; Clustering algorithms; Computer architecture; Field programmable gate arrays; Image segmentation; Indexes; Registers; FCM; FPGA implementation; mammogram image segmentation; pulse mode;
Conference_Titel :
Image Processing, Applications and Systems Conference (IPAS), 2014 First International
Print_ISBN :
978-1-4799-7068-1
DOI :
10.1109/IPAS.2014.7043286