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Information × Registration Number 0224U000799, 0121U112176 , R & D reports Title Methods of multichannel image processing in mobile systems based on prediction and machine learning popup.stage_title Head Lukin Volodymyr V., Доктор технічних наук Registration Date 12-01-2024 Organization National Aerospace University "Kharkiv Aviation Institute" popup.description2 The object of research is multi-channel data, signals and images, which are formed and processed by various mobile systems and transmitted over modern communication networks or the Internet. The purpose of the research is to develop methods and implementation bases for multi-channel image and video processing in mobile systems to expand their functionality, improve efficiency and reliability of the final tasks. This report presents the results of the development of methods and fast processing algorithms (lossy compression, classification) of multi-channel images using visual quality metrics and classification reliability indicators. Discrete atomic and cosine transformations are used for processing. To increase the efficiency and speed of processing, two-stage compression and automated selection of encoder parameters are proposed, including for compression of images distorted by various types of noise, at or around the optimal operating point. Different approaches to training classifiers are analyzed, it is proved that the efficiency of classification based on trained neural networks can be increased by using images compressed with the same characteristics as those to be classified. Some of the developed methods and algorithms have been verified for various image databases and implemented in the form of software for processing color images, multi-channel remote sensing data, medical images, etc. Product Description popup.authors Ieremeiev Oleg I. Abramov Sergіy K Abramova Victoriya V. Vasilyeva Irina K. Kovalenko Bogdan V Krivenko Sergiy S. Fanfan Lі Makarichev Victor O. Naumenko Victoriia V. Proskura Galina A. Rebrov Volodymyr Oleksii S. Rubel Uss Mykhailo L. Chernova Galyna A. popup.nrat_date 2024-01-12 Close