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Complexity Analysis of Vision Functions for Comparison of Wireless Smart Cameras
Mittuniversitetet, Fakulteten för naturvetenskap, teknik och medier, Avdelningen för elektronikkonstruktion.ORCID-id: 0000-0003-1923-3843
Mittuniversitetet, Fakulteten för naturvetenskap, teknik och medier, Avdelningen för elektronikkonstruktion.ORCID-id: 0000-0002-6484-9260
Mittuniversitetet, Fakulteten för naturvetenskap, teknik och medier, Avdelningen för elektronikkonstruktion.
Mittuniversitetet, Fakulteten för naturvetenskap, teknik och medier, Avdelningen för elektronikkonstruktion.
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2014 (engelsk)Inngår i: International Journal of Distributed Sensor Networks, ISSN 1550-1329, E-ISSN 1550-1477, s. Art. no. 710685-Artikkel i tidsskrift (Fagfellevurdert) Published
Abstract [en]

There are a number of challenges caused by the large amount of data and limited resources such as memory, processing capability, energy consumption, and bandwidth, when implementing vision systems on wireless smart cameras using embedded platforms. It is usual for research in this field to focus on the development of a specific solution for a particular problem. There is a requirement for a tool which facilitates the complexity estimation and comparison of wireless smart camera systems in order to develop efficient generic solutions. To develop such a tool, we have presented, in this paper, a complexity model by using a system taxonomy. In this model, we have investigated the arithmetic complexity and memory requirements of vision functions with the help of system taxonomy. To demonstrate the use of the proposed model, a number of actual systems are analyzed in a case study. The complexity model, together with system taxonomy, is used for the complexity estimation of vision functions and for a comparison of vision systems. After comparison, the systems are evaluated for implementation on a single generic architecture. The proposed approach will assist researchers in benchmarking and will assist in proposing efficient generic solutions for the same class of problems with reduced design and development costs.

sted, utgiver, år, opplag, sider
2014. s. Art. no. 710685-
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Identifikatorer
URN: urn:nbn:se:miun:diva-22002DOI: 10.1155/2014/710685ISI: 000330458300001Scopus ID: 2-s2.0-84893189660Lokal ID: STCOAI: oai:DiVA.org:miun-22002DiVA, id: diva2:721446
Tilgjengelig fra: 2014-06-04 Laget: 2014-05-28 Sist oppdatert: 2017-12-05bibliografisk kontrollert

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Imran, MuhammadKhursheed, KhursheedAhmad, NaeemO'Nils, MattiasLawal, NajeemWaheed, Malik A.
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