Low power high-performance smart camera system based on SCAMP vision sensor

被引:14
作者
Carey, Stephen J. [1 ]
Barr, David R. W. [1 ]
Dudek, Piotr [1 ]
机构
[1] Univ Manchester, Sch Elect & Elect Engn, Manchester M13 9PL, Lancs, England
基金
英国工程与自然科学研究理事会;
关键词
SIMD; Low power; Vision chip; Cellular arrays; Parallel processing; Image processing; PROCESSOR ARRAY;
D O I
10.1016/j.sysarc.2013.03.016
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
Vision sensors based upon pixel-parallel cellular processor arrays offer the unique opportunity to realise high-performance, flexible, low power image processing systems. By virtue of processing on the focal-plane, the energy-demanding requirement to digitize a captured frame's raw pixel data is reduced, with returned data constituting only that which is salient. We describe a stand-alone vision system incorporating a SCAMP-3 vision chip, an FPGA and an ARM Cortex-M3 microcontroller. SCAMP integrated circuits operate as SIMD computers; each pixel incorporating a compact but powerful analogue processor and local memory, with all operations occurring in parallel over the 128 x 128 array. Algorithms are developed to operate natively upon the focal-plane as far as possible, with additional serial and higher-level operations occurring on the microcontroller. The power consumption of the system is algorithm-dependent. An algorithm developed for loiterer detection at 8 fps has been shown to consume an average power of 5.5 mW, with a more complex object tracking and counting system consuming 29 mW. (C) 2013 Published by Elsevier B.V.
引用
收藏
页码:889 / +
页数:11
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