Neural network technology for image downscaling
Електронний науковий архів Науково-технічної бібліотеки Національного університету "Львівська політехніка"
Переглянути архів Інформація| Поле | Співвідношення | |
| Title |
Neural network technology for image downscaling
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| Creator |
Tytyk, Roman
Tkachenko, Roman Izonin, Ivan Hrytsyk, Kateryna |
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| Contributor |
Lviv Polytechnic National University
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| Subject |
frame processing
resolution reduce the image machine learning neural-like structure model of geometric transformations |
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| Description |
In this paper described for the first time neural network technology developed to zoom out images scale. The developed method uses a neural structure model geometric transformations to establish the connections between frames pairs of images of high and low resolution. Adjusted so in the learning process synaptic scales allow to change the scale of images of one class without substantial loss of quality.
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| Date |
2018-03-02T15:02:51Z
2018-03-02T15:02:51Z 2015 |
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| Type |
Conference Abstract
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| Identifier |
Neural network technology for image downscaling / Roman Tytyk, Roman Tkachenko, Ivan Izonin, Kateryna Hrytsyk // Litteris et Artibus : proceedings of the 5th International youth science forum, November 26–28, 2015, Lviv, Ukraine / Lviv Polytechnic National University. – Lviv : Lviv Polytechnic Publishing House, 2015. – P. 72–73. – Bibliography: 4 titles.
http://ena.lp.edu.ua:8080/handle/ntb/39502 |
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| Relation |
[1] Izonin I. Learning-based image super-resolution using weight coefficients of synaptic connections / Ivan Izonin, Roman Tkachenko, Dmytro Peleshko, Taras Rak, Danylo Batyuk // Computer science and information technologies: proc. of X intern. scien. and techn. conf., Lviv, Ukraine, 14-17 Sep. 2015. – Lviv: Lviv Polytechnic Publishing House, 2015. – P. 25-29. [2] Tkachenko R. Accelerated learning of multilayered neural networks on tha base of the new paradigma / R Tkachenko // Neural networks and their applications: proc. of intern. conf., Kule, Poland, 21-23 April 1997. – Kule, 1997. – P. 129-130. [3] Peleshko D. Analysis of invariant moments in tasks image processing / D.Peleshko, M. Peleshko, N. Kustra, I. Izonin // The Experience of Designing and Application of CAD Systems in Microelectronics (CADSM): proc. of intern. conf., Polyana-Svalyava, (Zakarpattya), Ukraine, 23-25 Feb. 2011. – Lviv: Publishing House Vezha&Co, 2011. – P. 263-264. [4] Andriyetskyy B. Geometrical transformation machine in unsupervised learning mode. / Bohdan Andriyetskyy, Uliana Polishchuk, Oleh Kulynsky // Perspective technologies and methods in MEMS design: proc. of intern. sciet. and techn. conf., », Polyana, 16 – 20 April 2013. – Publishing house LPNU, 2006. – P. 87-88.
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| Format |
72-73
application/pdf |
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| Coverage |
UA
Lviv |
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| Publisher |
Lviv Polytechnic Publishing House
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