Iryna Tvoroshenko
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View article: REDUCING COMPUTATIONAL COSTS BY COMPRESSING THE STRUCTURAL DESCRIPTION IN IMAGE CLASSIFICATION METHODS
REDUCING COMPUTATIONAL COSTS BY COMPRESSING THE STRUCTURAL DESCRIPTION IN IMAGE CLASSIFICATION METHODS Open
The research of the article is focused on ways to reduce the amount of analyzed data when applying image classification methods in computer vision systems. The aim of this work is to develop approaches to reduce the dimensionality of the v…
View article: Image Description Compression in Classification Structural Methods
Image Description Compression in Classification Structural Methods Open
The problem solved in the article is reduction of computational costs for the image classification process when applying structural methods. The main focus is implementing tools for granulation, screening, and clustering processing a set o…
View article: Improving the Effectiveness of Image Classification Structural Methods by Compressing the Description According to the Information Content Criterion
Improving the Effectiveness of Image Classification Structural Methods by Compressing the Description According to the Information Content Criterion Open
The research aims to improve the performance of image recognition methods based on a description in the form of a set of keypoint descriptors. The main focus is on increasing the speed of establishing the relevance of object and etalon des…
View article: Transforming image descriptions as a set of descriptors to construct classification features
Transforming image descriptions as a set of descriptors to construct classification features Open
The article develops methods to solve a fundamental problem in computer vision: image recognition of visual objects. The results of the research on the construction of modifications for the space of classification features based on t…
View article: Application a Committee of Kohonen Neural Networks to Training of Image Classifier Based on Description of Descriptors Set
Application a Committee of Kohonen Neural Networks to Training of Image Classifier Based on Description of Descriptors Set Open
The research aims to improve structural methods of image classification based on a description as a set of keypoint descriptors. The focus is on implementing a classifier training using a committee of Kohonen networks separately for each d…
View article: Search for Visual Objects by Request in the Form of a Cluster Representation for the Structural Image Description
Search for Visual Objects by Request in the Form of a Cluster Representation for the Structural Image Description Open
The key task of computer vision is the
\nrecognition of visual objects in the analysed image.
\nThis paper proposes a method of searching for objects
\nin an image, based on the identification of a cluster
\nrepresentation of the query des…
View article: Distance matrix for a set of structural description components as a tool for image classifier creating
Distance matrix for a set of structural description components as a tool for image classifier creating Open
The subject of the paper is the methods of image classification in computer vision systems. The goal is the further development of structural classification methods in terms of introducing a system of classification features based on the v…
View article: Statistical Data Analysis Models for Determining the Relevance of Structural Image Descriptions
Statistical Data Analysis Models for Determining the Relevance of Structural Image Descriptions Open
The aim of the research is to improve the effectiveness of image recognition methods according to the description in the form of a set of keypoint descriptors. The focus is on increasing the speed of analysis and processing of description …
View article: Application of systems of orthogonal functions for formation of sign space in image classification methods
Application of systems of orthogonal functions for formation of sign space in image classification methods Open
The subject of the article's research is the improvement of structural methods of image classification in computer vision systems. The goal is to reduce computational costs for classification by implementing a device for decomposing image …
View article: Tools for Fast Metric Data Search in Structural Methods for Image Classification
Tools for Fast Metric Data Search in Structural Methods for Image Classification Open
The article proposes a new classification method based on implementing the high-speed search tools for the indexed data structure created on the etalon set of features, which has significant advantages in processing speed compared to the t…
View article: Classification of Images Based on a System of Hierarchical Features
Classification of Images Based on a System of Hierarchical Features Open
The results of the development of the new fast-speed method of classification images using a structural approach are presented. The method is based on the system of hierarchical features, based on the bitwise data distribution for the set …
View article: Cluster Representation of the Structural Description of Images for Effective Classification
Cluster Representation of the Structural Description of Images for Effective Classification Open
The problem of image recognition in the computer vision systems is being studied. The results of the development of efficient classification methods, given the figure of processing speed, based on the analysis of the segment representation…
View article: Development of Effective Methods for Structural Image Recognition Using the Principles of Data Granulation and Apparatus of Fuzzy Logic
Development of Effective Methods for Structural Image Recognition Using the Principles of Data Granulation and Apparatus of Fuzzy Logic Open
The processes of intelligent data processing in computer vision systems have been researched. The problem of structural image recognition is relevant. This is a promising way to assess the degree of similarity of objects. This approach pro…
View article: Methods of Classification of Images on the Basis of the Values of Statistical Distributions for the Composition of Structural Description Components
Methods of Classification of Images on the Basis of the Values of Statistical Distributions for the Composition of Structural Description Components Open
The article considers the problem of image recognition in computer vision systems. The results of the development of the method for image classification, using a structural approach, are presented. The classification method is based on cal…
View article: Application of an Improved Formal Model of the Hybrid Development of Ontologies in Complex Information Systems
Application of an Improved Formal Model of the Hybrid Development of Ontologies in Complex Information Systems Open
Ontologies in artificial intelligence systems are an effective way to represent and integrate knowledge and data. The property of such structures is that any subject area is accurately described in formal language. There is a problem in th…
View article: Image classification based on the kohonen network and the data space modification
Image classification based on the kohonen network and the data space modification Open
In this paper, we propose the solution of visual objects recognition in computer vision problems using the classification of descriptors of image keypoints based on the training of Kohonen neural network on the description data of etalon i…
View article: SOFTWARE DETERMINATION OF THE OPTIMAL ROUTE BY GEOINFORMATION TECHNOLOGIES
SOFTWARE DETERMINATION OF THE OPTIMAL ROUTE BY GEOINFORMATION TECHNOLOGIES Open
Context. The urgency of this work is to develop software for a multifunctional geoinformation guide supporting the state fire andrescue part by means of modern geoinformation technologies. The object of research is the infrastructure of th…
View article: DEVELOPMENT OF MODELS OF SPATIAL ANALYSIS OF STATUS OF INTERACTIVE PROCESSES OF COMPLEX SYSTEMS
DEVELOPMENT OF MODELS OF SPATIAL ANALYSIS OF STATUS OF INTERACTIVE PROCESSES OF COMPLEX SYSTEMS Open
Given that objects of special purpose function in a priori uncertainty, characterized by a fuzzy space of states, which requires new intellectual approaches to increase the reliability of the decisions that are adopted, characterized by fu…
View article: Удосконалення просторової мережі навчальних закладів міста Сєвєродонецька на основі геоінформаційного аналізу
Удосконалення просторової мережі навчальних закладів міста Сєвєродонецька на основі геоінформаційного аналізу Open
За роки незалежності відбулися значні зміни в чисельності закладів освіти України: різко збільшилася кількість вищих навчальних закладів, протилежна ситуація склалася з дошкільними та загальноосвітніми навчальними закладами – їх число стрі…
View article: Розробка просторової моделі геоінформаційної підтримки людей з обмеженими можливостями, що пересуваються на інвалідних колясках, у місті Харків
Розробка просторової моделі геоінформаційної підтримки людей з обмеженими можливостями, що пересуваються на інвалідних колясках, у місті Харків Open
У даній роботі на основі геоінформаційних технологій та методів вербального аналізу рішень розроблено просторову модель у вигляді інтерактивної карти доступності просторових об’єктів у місті Харкові для людей з обмеженими можливостями, що …