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Conference material: "Proceedings of the International Conference on Computer Graphics and Vision “Graphicon”"
Authors: Tarasova I.S., Andreev V.V., Chechin A.V., Toskin D.V.
Providing Decision Support in Career Guidance Through the use of Machine Vision
Abstract:
This paper is devoted to the review of the results of the development and implementation of the ColorUnique Pro career guidance software package in the career guidance activities of higher educational institutions. The review begins with the initial formulation of the problem, justification of the use of neural networks as the basis of one of the classifiers, consideration of the results of experiments and then – the introduction of a software package. At the end of the article, prospects for further research are described, such as the creation of a three-dimensional map of types and subtypes and the further identification of new subtypes. The possibility of using additional methods of analysis, detection and classification is also being considered in order to study the influence on the definition of ISA of such features of the images obtained as «demonstrative» and «true» structures, as well as the presence of a «background» that does not contain characteristic elements. In addition to neural networks, the authors also used the «sliding» window image processing method, as a result, the software package includes two classifiers that analyze images separately, however, in the future, the results of the analysis of both classifiers are compared by an expert, since some subtypes can only be determined by joint interpretation.
Keywords:
GraphiCon 2022, computer vision, neural network, sliding window, software package
Publication language: english,  pages: 12 (p. 1027-1038)
English source text:
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About authors:
  • Tarasova Iuliia Sergeevna,  orcid.org/0000-0003-4770-9431,  Nizhny Novgorod State University of Architecture and Civil Engineering
  • Andreev Vyacheslav Viktorovich,  orcid.org/0000-0002-7557-352X,  Nizhny Novgorod state technical university n.a. R.E. Alekseev
  • Chechin Andrey Vyacheslavovich,  orcid.org/0000-0001-8038-9404,  Nizhny Novgorod State University of Architecture and Civil Engineering
  • Toskin Denis V.,  orcid.org/0000-0002-8083-8617,  Nizhny Novgorod state technical university n.a. R.E. Alekseev