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SURF Algorithm with Convolutional Neural Network as Face Recognition Technique

  • Silesian University of Technology

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

1 Citation (Scopus)

Abstract

Recent developments in technology need the methods to become more efficient in various conditions. We can see this situation is much visible in multimedia and verification, where biometrics are used to recognize somebody from images, both as detections of suspicious behaviors and user verification. The paper presents proposed technique for face verification by the use of hybrid method based on SURF and neural network classifier. On the input image SURF is searching for potential key points, for which it creates special maps. These descriptors are forwarded to neural network for analysis and verification. Proposed solution works well and experimental results show good efficiency.

Original languageEnglish
Title of host publicationArtificial Intelligence and Soft Computing - 19th International Conference, ICAISC 2020, Proceedings
EditorsLeszek Rutkowski, Rafal Scherer, Marcin Korytkowski, Witold Pedrycz, Ryszard Tadeusiewicz, Jacek M. Zurada
PublisherSpringer Science and Business Media Deutschland GmbH
Pages95-102
Number of pages8
ISBN (Print)9783030615338
DOIs
Publication statusPublished - 2020
Event19th International Conference on Artificial Intelligence and Soft Computing, ICAISC 2020 - Zakopane, Poland
Duration: 12 Oct 2020 → 14 Oct 2020

Publication series

NameLecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Volume12416 LNAI
ISSN (Print)0302-9743
ISSN (Electronic)1611-3349

Conference

Conference19th International Conference on Artificial Intelligence and Soft Computing, ICAISC 2020
Country/TerritoryPoland
CityZakopane
Period12/10/20 → 14/10/20

Keywords

  • Feature extraction
  • Identity verification
  • Neural networks

ASJC Scopus subject areas

  • Theoretical Computer Science
  • General Computer Science

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