Izvestiya of Saratov University. Mathematics. Mechanics. Informatics
RUS  ENG    JOURNALS   PEOPLE   ORGANISATIONS   CONFERENCES   SEMINARS   VIDEO LIBRARY   PACKAGE AMSBIB  
General information
Latest issue
Archive
Impact factor

Search papers
Search references

RSS
Latest issue
Current issues
Archive issues
What is RSS



Izv. Saratov Univ. Math. Mech. Inform.:
Year:
Volume:
Issue:
Page:
Find






Personal entry:
Login:
Password:
Save password
Enter
Forgotten password?
Register


Izvestiya of Saratov University. Mathematics. Mechanics. Informatics, 2024, Volume 24, Issue 3, Pages 432–441
DOI: https://doi.org/10.18500/1816-9791-2024-24-3-432-441
(Mi isu1041)
 

Scientific Part
Computer Sciences

Extraction of features in images based on integral transformations in solving problems of classification of fragments of photographs

A. A. Klyachin

Volgograd State University, 100 Prosp. Universitetsky, 400062 Volgograd, Russia
References:
Abstract: The article proposes a method for calculating features in an image to form a training data set for solving various problems of video image classification. This method involves the use of well-known integral transformations  — the Radon transform and the Steklov function. The proposed method is compared with convolutional neural networks both in terms of the percentage of correct prediction and in terms of its execution time. As a test task, the problem of finding a fragment of a photograph containing an image of a car is considered.
Key words: Radon transform, Steklov functions, convolutional neural network, machine learning methods.
Received: 27.02.2023
Accepted: 08.04.2023
Bibliographic databases:
Document Type: Article
UDC: 004.932.2
Language: Russian
Citation: A. A. Klyachin, “Extraction of features in images based on integral transformations in solving problems of classification of fragments of photographs”, Izv. Saratov Univ. Math. Mech. Inform., 24:3 (2024), 432–441
Citation in format AMSBIB
\Bibitem{Kly24}
\by A.~A.~Klyachin
\paper Extraction of features in images based on integral transformations in solving problems of classification of fragments of photographs
\jour Izv. Saratov Univ. Math. Mech. Inform.
\yr 2024
\vol 24
\issue 3
\pages 432--441
\mathnet{http://mi.mathnet.ru/isu1041}
\crossref{https://doi.org/10.18500/1816-9791-2024-24-3-432-441}
\edn{https://elibrary.ru/NIUIGP}
Linking options:
  • https://www.mathnet.ru/eng/isu1041
  • https://www.mathnet.ru/eng/isu/v24/i3/p432
  • Citing articles in Google Scholar: Russian citations, English citations
    Related articles in Google Scholar: Russian articles, English articles
    Izvestiya of Saratov University. Mathematics. Mechanics. Informatics
     
      Contact us:
     Terms of Use  Registration to the website  Logotypes © Steklov Mathematical Institute RAS, 2024