https://oldena.lpnu.ua/handle/ntb/39502| Title: | Neural network technology for image downscaling |
| Authors: | Tytyk, Roman Tkachenko, Roman Izonin, Ivan Hrytsyk, Kateryna |
| Affiliation: | Lviv Polytechnic National University |
| Bibliographic description (Ukraine): | 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. |
| Conference/Event: | Litteris et Artibus |
| Issue Date: | 2015 |
| Publisher: | Lviv Polytechnic Publishing House |
| Country (code): | UA |
| Place of the edition/event: | Lviv |
| Keywords: | frame processing resolution reduce the image machine learning neural-like structure model of geometric transformations |
| Number of pages: | 72-73 |
| Abstract: | 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. |
| URI: | https://ena.lpnu.ua/handle/ntb/39502 |
| References (International): | [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. |
| Content type: | Conference Abstract |
| Appears in Collections: | Litteris et Artibus. – 2015 р. |
| File | Description | Size | Format | |
|---|---|---|---|---|
| 20-72-73.pdf | 162.81 kB | Adobe PDF | View/Open |
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