Research of the efficiency of application of technologies of wavelet analysis in the tasks of recognition of images
Journal Title: Modern Innovations, Systems and Technologies - Year 2021, Vol 1, Issue 1
Abstract
The work is devoted to the experimental comparison of the accuracy of classification methods on the problem of pattern recognition in images using wavelet analysis technologies and without. In particular, the interaction of the ring-projection wavelet-fractal method for identifying features with classical classification methods such as "Naive Bayes classifier" and "Support vector machines" is investigated. The experimental test results are given in the form of a table. As a result, it is established that the introduction of wavelet analysis into the construction of image classification models is justified, and leads to a relatively small but significant increase in the classification accuracy.
Authors and Affiliations
V. S. Maraev
Keywords
Related Articles
- EP ID EP706122
- DOI https://doi.org/10.47813/2782-2818-2021-1-1-23-28
- Views 165
- Downloads 0
Automation of the process of generating a set of manuals for families of operated objects
As part of this work, a method is proposed to automate the process of generating a set of operating manuals for families of operated objects. The desktop publishing system LuaLaTeX, which is freely distributed software,...
Formalized approach to the design of microprocessor systems with elements of human-machine interaction
The article discusses the methodology of a formalized approach to the design of microprocessor systems that provide human-machine interaction. Classical procedures for designing sequential systems (circuit logic) applica...
Efficient and energy-saving technology for processing fibrous waste
The article discusses the technology of processing scraps and fibrous waste of light, knitted and textile industries, as well as the principles of machine tools. Recommendations for improving the technology of processing...
Economic efficiency of the agricultural sector: factors affecting productivity and competitiveness
In modern conditions, the importance of studying the effectiveness and competitive advantages of the agro-industrial complex and agricultural enterprises in the Russian Federation is increasing. This article analyzes var...
Performance comparison of PostgreSQL and its TimescaleDB extension
This article considers the PostgreSQL database and its extension TimescaleDB. The purpose of this article is to compare the performance of databases when dealing with big data. Since nowadays, when developing application...