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Parallel implementation of background subtraction algorithms for real-time video processing on a supercomputer platform
Abstrakt
Results of evaluation of the background subtraction algorithms implemented on a supercomputer platform in a parallel manner are presented in the paper. The aim of the work is to chose an algorithm, a number of threads and a task scheduling method, that together provide satisfactory accuracy and efficiency of a real-time processing of high resolution camera images, maintaining the cost of resources usage at a reasonable level. Two selected algorithms: the Gaussian mixture models and the Codebook, are presented and their computational complexity is discussed. Various approaches to the parallel implementation, including assigning the image pixels to threads, the task scheduling methods and the thread management systems, are presented. The experiments were performed on a supercomputer cluster, using a single machine with twelve physical cores. The accuracy and performance of the implemented algorithms were evaluated for varying image resolutions and numbers of concurrent processing threads. On a basis of the evaluation results, an optimal configuration for the parallel implementation of the system for real-time video content analysis on a supercomputer platform was proposed.
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- Wersja publikacji
- Accepted albo Published Version
- DOI:
- Cyfrowy identyfikator dokumentu elektronicznego (otwiera się w nowej karcie) 10.1007/s11554-012-0310-5
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Informacje szczegółowe
- Kategoria:
- Publikacja w czasopiśmie
- Typ:
- artykuł w czasopiśmie wyróżnionym w JCR
- Opublikowano w:
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Journal of Real-Time Image Processing
nr 11,
wydanie 1,
strony 111 - 125,
ISSN: 1861-8200 - Język:
- angielski
- Rok wydania:
- 2016
- Opis bibliograficzny:
- Szwoch G., Ellwart D., Czyżewski A.: Parallel implementation of background subtraction algorithms for real-time video processing on a supercomputer platform// Journal of Real-Time Image Processing. -Vol. 11, iss. 1 (2016), s.111-125
- DOI:
- Cyfrowy identyfikator dokumentu elektronicznego (otwiera się w nowej karcie) 10.1007/s11554-012-0310-5
- Weryfikacja:
- Politechnika Gdańska
wyświetlono 168 razy