Please use this identifier to cite or link to this item:
https://er.chdtu.edu.ua/handle/ChSTU/86
Title: | The Method of Intelligent Image Processing Based on a Three-Channel Purely Convolutional Neural Network |
Authors: | Рудаков, Костянтин Сергійович Федоров, Євген Євгенович Лукашенко, Валентина Максимівна Патрушев, Володимир Олександрович Лукашенко, Андрій Германович Міценко, Сергій Анатолійович |
Keywords: | three-channel purely convolutional neural network;image recognition;batch learning mode;medical diagnostics;CUDA technologies |
Issue Date: | 28-Nov-2018 |
Publisher: | CEUR Workshop Proceedings |
Abstract: | In the paper a method of intelligent image processing have been developed. This method based on a three channel purely convolutional neural network. The method consists of neural network model, a criterion to evaluate the effectiveness of the proposed model, a method for neural network learning in batch mode and a corresponding learning algorithm. This algorithm is intended for implementation on GPU by means of CUDA technology. The created model of neural network does not require the determination of the number of planes in hidden layers. This feature of the model simplifies its parametric identification "in large" and provides the use of three planes in the input layer. This simplifies the work with RGB images. The proposed method of intelligent image processing can be used in various intelligent systems of medical diagnostics. |
URI: | http://er.chdtu.edu.ua/handle/ChSTU/86 |
ISSN: | 1613-0073 |
Volume: | 2255 |
First Page: | 336 |
End Page: | 351 |
Appears in Collections: | Наукові публікації викладачів (ФІТІС) |
Files in This Item:
File | Description | Size | Format | |
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42_The Method of Intelligent Image Processing Based on a Three-Channel Purely Convolutional Neural Network.pdf | 684.22 kB | Adobe PDF | ![]() View/Open |
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