DocumentCode
2136873
Title
Multiscale AM-FM decompositions with GPU acceleration for diabetic retinopathy screening
Author
Carranza, Cesar ; Murray, Victor ; Pattichis, Marios ; Barriga, E. Simon
Author_Institution
Electr. & Comput. Eng. Dept., Univ. of New Mexico, Albuquerque, NM, USA
fYear
2012
fDate
22-24 April 2012
Firstpage
121
Lastpage
124
Abstract
A Computer Aided Diagnosis system based on multiscale amplitude-modulation frequency-modulation (AM-FM) methods has been recently developed for discriminating between normal and pathological retinal images. The original Matlab implementation of this system required large amounts of computational time and memory resources that would not permit real-time patient consultation. In this manuscript, we present a new implementation of the multiscale AM-FM decomposition, converted from MATLAB code into C/CUDA (Compute Unified Device Architecture) code, in order to take advantage of the graphics processing units (GPU) to significantly reduce the running time and memory resources.
Keywords
amplitude modulation; disc drives; frequency modulation; graphics processing units; hard discs; medical image processing; parallel architectures; patient diagnosis; real-time systems; C/CUDA code; GPU acceleration; Matlab code; computational time; compute unified device architecture; computer aided diagnosis system; diabetic retinopathy screening; entry-level CUDA cards; frequency scales; global memory; graphics processing units; images pixels; intensive mathematical operation parallelization; local hard drive; main memory; memory resource reduction; multiscale AM-FM decomposition; multiscale amplitude-modulation frequency-modulation methods; normal retinal images; pathological retinal images; real-time patient consultation; running time reduction; Application software; Diabetes; Graphics processing unit; Hardware; Performance evaluation; Real time systems; Retinopathy; AM-FM; GPU; diabetic retinopathy; parallel processing;
fLanguage
English
Publisher
ieee
Conference_Titel
Image Analysis and Interpretation (SSIAI), 2012 IEEE Southwest Symposium on
Conference_Location
Santa Fe, NM
Print_ISBN
978-1-4673-1831-0
Electronic_ISBN
978-1-4673-1829-7
Type
conf
DOI
10.1109/SSIAI.2012.6202468
Filename
6202468
Link To Document