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

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 red...

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Bibliographic Details
Published in:Journal of systems architecture 2013-11, Vol.59 (10), p.889-899
Main Authors: Carey, Stephen J., Barr, David R.W., Dudek, Piotr
Format: Article
Language:English
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Summary: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 128×128 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 8fps has been shown to consume an average power of 5.5mW, with a more complex object tracking and counting system consuming 29mW.
ISSN:1383-7621
1873-6165
DOI:10.1016/j.sysarc.2013.03.016