About the Development of a High-Speed Simplified Image Codec

In order to develop a high-speed simplified image codec, an analysis of the influence of known image compression algorithms and other parameters on performance was done. The relevance and expediency of developing a high-speed simplified image codec for the Internet of Things in order to increase the...

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Main Authors: Yа. Luts, V. Luts
Format: Article
Language:English
Published: V.M. Glushkov Institute of Cybernetics 2021-03-01
Series:Кібернетика та комп'ютерні технології
Subjects:
iot
Online Access:http://cctech.org.ua/13-vertikalnoe-menyu-en/218-abstract-21-1-6-arte
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spelling doaj-2d15abd118a34b59adfd294a9c37d7992021-05-14T11:45:26ZengV.M. Glushkov Institute of CyberneticsКібернетика та комп'ютерні технології2707-45012707-451X2021-03-011616610.34229/2707-451X.21.1.61e7ebb58-3c59-43a0-804e-21-1-6About the Development of a High-Speed Simplified Image CodecYа. Luts0V. Luts1National Technical University of Ukraine "Igor Sikorsky Kyiv Polytechnic Institute"V.M. Glushkov Institute of Cybernetics of the NAS of Ukraine, KyivIn order to develop a high-speed simplified image codec, an analysis of the influence of known image compression algorithms and other parameters on performance was done. The relevance and expediency of developing a high-speed simplified image codec for the Internet of Things in order to increase the level of autonomy of IoT devices, reduce the cost of construction and dissemination of IoT infrastructure were substantiated. The efficiency coefficient of image compression algorithms was introduced, which is determined by the ratio between the computational complexity of the algorithms and their contribution to the final result. Simplification and reduction of the number of algorithms for predicting pixel values ??were proposed and substantiated, because at this stage a significant number of computational operations is added by the procedure of comparing different prediction algorithms with each other. It is proposed to use only one block integer transformation with fast low complexity algorithms of calculating, which will significantly reduce the complexity of the block transformation stage, including due to the lack of high computational complexity of the algorithm for comparing the quality of block transformations. At the stage of entropy coding, it is also proposed to use simplified algorithms, because the contribution of this stage to the overall result in the general background is quite small, and the computational complexity is high (50 – 70 % of all calculations). A new algorithm for progressive image transfer was proposed - the transfer of a reduced image followed by the transfer of the original image on demand. The considered approaches and algorithms for the development of high-speed simplified image codec can be applied to further development of high-speed simplified video codec.http://cctech.org.ua/13-vertikalnoe-menyu-en/218-abstract-21-1-6-artecomputational complexityfast transformscomputational efficiencycomputational efficiencyprogressive data transferintra-prediction algorithmssimplified image codeciot
collection DOAJ
language English
format Article
sources DOAJ
author Yа. Luts
V. Luts
spellingShingle Yа. Luts
V. Luts
About the Development of a High-Speed Simplified Image Codec
Кібернетика та комп'ютерні технології
computational complexity
fast transforms
computational efficiency
computational efficiency
progressive data transfer
intra-prediction algorithms
simplified image codec
iot
author_facet Yа. Luts
V. Luts
author_sort Yа. Luts
title About the Development of a High-Speed Simplified Image Codec
title_short About the Development of a High-Speed Simplified Image Codec
title_full About the Development of a High-Speed Simplified Image Codec
title_fullStr About the Development of a High-Speed Simplified Image Codec
title_full_unstemmed About the Development of a High-Speed Simplified Image Codec
title_sort about the development of a high-speed simplified image codec
publisher V.M. Glushkov Institute of Cybernetics
series Кібернетика та комп'ютерні технології
issn 2707-4501
2707-451X
publishDate 2021-03-01
description In order to develop a high-speed simplified image codec, an analysis of the influence of known image compression algorithms and other parameters on performance was done. The relevance and expediency of developing a high-speed simplified image codec for the Internet of Things in order to increase the level of autonomy of IoT devices, reduce the cost of construction and dissemination of IoT infrastructure were substantiated. The efficiency coefficient of image compression algorithms was introduced, which is determined by the ratio between the computational complexity of the algorithms and their contribution to the final result. Simplification and reduction of the number of algorithms for predicting pixel values ??were proposed and substantiated, because at this stage a significant number of computational operations is added by the procedure of comparing different prediction algorithms with each other. It is proposed to use only one block integer transformation with fast low complexity algorithms of calculating, which will significantly reduce the complexity of the block transformation stage, including due to the lack of high computational complexity of the algorithm for comparing the quality of block transformations. At the stage of entropy coding, it is also proposed to use simplified algorithms, because the contribution of this stage to the overall result in the general background is quite small, and the computational complexity is high (50 – 70 % of all calculations). A new algorithm for progressive image transfer was proposed - the transfer of a reduced image followed by the transfer of the original image on demand. The considered approaches and algorithms for the development of high-speed simplified image codec can be applied to further development of high-speed simplified video codec.
topic computational complexity
fast transforms
computational efficiency
computational efficiency
progressive data transfer
intra-prediction algorithms
simplified image codec
iot
url http://cctech.org.ua/13-vertikalnoe-menyu-en/218-abstract-21-1-6-arte
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