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The classifier algorithm for recognition of basic driving scenarios

  • Rafał Doniec
  • , Szymon Sieciński
  • , Natalia Piaseczna
  • , Katarzyna Mocny-Pachońska
  • , Marta Lang
  • , Jacek Szymczyk
  • Medical University of Silesia in Katowice
  • Silesian University of Technology

Research output: Chapter in Book/Report/Conference proceedingChapterpeer-review

8 Citations (Scopus)

Abstract

This paper concerns three common but not recognizable driving practices based on sequences of signals from accelerometers, gyroscopes and electrooculograms obtained using state-of-the-art smart eyeglasses. As a result we obtained recordings from twenty volunteers with a set of flagged data assigned to specific actions taken while driving a car during driving lessons. Proposed method achieved a high level of accuracy based on data from smart eyeglasses, predicting appropriate activity classes in approximately 85% of cases without prior knowledge.

Original languageEnglish
Title of host publicationAdvances in Intelligent Systems and Computing
PublisherSpringer
Pages359-367
Number of pages9
DOIs
Publication statusPublished - 2021

Publication series

NameAdvances in Intelligent Systems and Computing
Volume1186
ISSN (Print)2194-5357
ISSN (Electronic)2194-5365

Keywords

  • Driving
  • Pattern recognition
  • Smart glasses
  • Wearable devices

ASJC Scopus subject areas

  • Control and Systems Engineering
  • General Computer Science

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