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Visual Quality Improvement of Digital Video by Stabilization Using Adaptive CMAC Filtering
Blekinge Institute of Technology, School of Engineering, Department of Electrical Engineering.
Blekinge Institute of Technology, School of Engineering, Department of Electrical Engineering.
Blekinge Institute of Technology, School of Engineering, Department of Electrical Engineering.
Blekinge Institute of Technology, School of Engineering, Department of Electrical Engineering.
2012 (English)Conference paper, (Refereed)
Abstract [en]

A digital Video Stabilization (DVS) system removes the unwanted shaking in the videos acquired by hand-held cameras and preserves the panning. In this paper, a digital video stabilization system is proposed based upon adaptive cerebellar model articulation controller (CMAC) filtering. A CMAC is a manifestation of the associative memory learning structure present in the cerebellum of human being. Adaptive CMAC filtering has favorable properties of small size, good generalization, rapid learning and dynamic response. Thus, it is more suitable for high-speed signal processing applications. The adaptive CMAC is used to adjust the coefficients of IIR filter employed in the proposed model. The training of CMAC is based upon fuzzy rule. The efficacy of the proposed adaptive CMAC filtering has been validated by evaluating it on a set of test video sequences.

Place, publisher, year, edition, pages
Gold Coast, Australia: IEEE , 2012.
National Category
Signal Processing
Identifiers
URN: urn:nbn:se:bth-6840DOI: 10.1109/ICSPCS.2012.6508016Local ID: oai:bth.se:forskinfo7FE240FE5FC7D6F9C1257C32003DD716ISBN: 978-1-4673-2391-8 (print)OAI: oai:DiVA.org:bth-6840DiVA: diva2:834388
Conference
6th International Conference on Signal Processing and Communication Systems (ICSPCS)
Available from: 2013-12-02 Created: 2013-11-29 Last updated: 2017-03-16Bibliographically approved

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Zahoor, AmirKoodtalang, WittayaShahid, MuhammadLövström, Benny
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Department of Electrical Engineering
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CiteExportLink to record
Permanent link

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Cite
Citation style
  • apa
  • harvard1
  • ieee
  • modern-language-association-8th-edition
  • vancouver
  • Other style
More styles
Language
  • de-DE
  • en-GB
  • en-US
  • fi-FI
  • nn-NO
  • nn-NB
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  • Other locale
More languages
Output format
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