DocumentCode :
2962161
Title :
FPGA-GPU-CPU heterogenous architecture for real-time cardiac physiological optical mapping
Author :
Pingfan Meng ; Jacobsen, Matthew ; Kastner, Ryan
Author_Institution :
Dept. of Comput. Sci. & Eng., Univ. of California, San Diego, La Jolla, CA, USA
fYear :
2012
fDate :
10-12 Dec. 2012
Firstpage :
37
Lastpage :
42
Abstract :
Real-time optical mapping technology is a technique that can be used in cardiac disease study and treatment technology development to obtain accurate and comprehensive electrical activity over the entire heart. It provides a dense spatial electro-physiology. Each pixel essentially plays the role of a probe on that location of the heart. However, the high throughput nature of the computation causes significant challenges in implementing a real-time optical mapping algorithm. This is exacerbated by high frame rate video for many medical applications (order of 1000 fps). Accelerating optical mapping technologies using multiple CPU cores yields modest improvements, but still only performs at 3.66 frames per second (fps). A highly tuned GPU implementation achieves 578 fps. A FPGA-only implementation is infeasible due to the resource requirements for processing intermediate data arrays generated by the algorithm. We present a FPGA-GPU-CPU architecture that is a real-time implementation of the optical mapping algorithm running at 1024 fps. This represents a 273× speed up over a multi-core CPU implementation.
Keywords :
bioelectric phenomena; cardiology; diseases; field programmable gate arrays; graphics processing units; medical image processing; microprocessor chips; multiprocessing systems; patient treatment; FPGA-GPU-CPU heterogeneous architecture; FPGA-only implementation; cardiac disease treatment technology development; data arrays; electrical activity; high frame rate video; medical applications; multicore CPU implementation; real-time cardiac physiological optical mapping; real-time optical mapping algorithm; real-time optical mapping technology; spatial electrophysiology; Arrays; Biomedical optical imaging; Field programmable gate arrays; Finite impulse response filter; Graphics processing units; Optical imaging; Real-time systems;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Field-Programmable Technology (FPT), 2012 International Conference on
Conference_Location :
Seoul
Print_ISBN :
978-1-4673-2846-3
Electronic_ISBN :
978-1-4673-2844-9
Type :
conf
DOI :
10.1109/FPT.2012.6412108
Filename :
6412108
Link To Document :
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