Detail výsledku

Determining Vehicle Turn Counts at Multiple Intersections by Separated Vehicle Classes Using CNNs

FOLENTA, J.; ŠPAŇHEL, J.; BARTL, V.; HEROUT, A. Determining Vehicle Turn Counts at Multiple Intersections by Separated Vehicle Classes Using CNNs. In 2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW). IEEE Computer Society Conference on Computer Vision and Pattern Recognition Workshops. IEEE Computer Society Conference on Computer Vision and Pattern Recognition Workshops. Seattle, WA: IEEE Computer Society, 2020. no. 07, p. 2544-2549. ISBN: 978-1-7281-9360-1. ISSN: 2160-7516.
Typ
článek ve sborníku konference
Jazyk
anglicky
Autoři
Folenta Ján, Ing., FIT (FIT)
Špaňhel Jakub, Ing., Ph.D., UPGM (FIT)
Bartl Vojtěch, Ing., Ph.D., UPGM (FIT)
Herout Adam, prof. Ing., Ph.D., UPGM (FIT)
Abstrakt

In our submission to the NVIDIA AI City Challenge2020, we address the problem of counting vehicles by theirclass at multiple intersections. Our solution is based oncounting by tracking principle using convolutional neuralnetworks in detection and tracking steps of the proposedmethod. We have achieved 6th place on the dataset partA of Track 1 with score S1 Total = 0.8829, (mwRMSE =4.3616, S1 Effectiveness = 0.9094, S1 Efficiency = 0.8212).

Klíčová slova

vehicle counting, vehilce class, intersections, detection, tracking, convolutional neural networks

URL
Rok
2020
Strany
2544–2549
Časopis
IEEE Computer Society Conference on Computer Vision and Pattern Recognition Workshops, roč. 2020, č. 07, ISSN 2160-7516
Sborník
2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW)
Řada
IEEE Computer Society Conference on Computer Vision and Pattern Recognition Workshops
Konference
IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops 2020
ISBN
978-1-7281-9360-1
Vydavatel
IEEE Computer Society
Místo
Seattle, WA
DOI
10.1109/CVPRW50498.2020.00306
UT WoS
000788279002066
EID Scopus
2-s2.0-85090160732
BibTeX 
@inproceedings{BUT168129,
  author="Ján {Folenta} and Jakub {Špaňhel} and Vojtěch {Bartl} and Adam {Herout}",
  title="Determining Vehicle Turn Counts at Multiple Intersections by Separated Vehicle Classes Using CNNs",
  booktitle="2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW)",
  year="2020",
  series="IEEE Computer Society Conference on Computer Vision and Pattern Recognition Workshops",
  journal="IEEE Computer Society Conference on Computer Vision and Pattern Recognition Workshops",
  volume="2020",
  number="07",
  pages="2544--2549",
  publisher="IEEE Computer Society",
  address="Seattle, WA",
  doi="10.1109/CVPRW50498.2020.00306",
  isbn="978-1-7281-9360-1",
  issn="2160-7508",
  url="https://ieeexplore.ieee.org/document/9150881"
}
Soubory
Projekty
IT4Innovations excellence in science, MŠMT, Národní program udržitelnosti II, LQ1602, zahájení: 2016-01-01, ukončení: 2020-12-31, ukončen
Moderní metody zpracování, analýzy a zobrazování multimediálních a 3D dat, VUT, Vnitřní projekty VUT, FIT-S-20-6460, zahájení: 2020-03-01, ukončení: 2023-02-28, ukončen
SMARTCarPark - Monitorování, analýza a re-identifikace dopravy pro pokročilé parkování vozidel, TAČR, Program na podporu aplikovaného výzkumu a experimentálního vývoje EPSILON (2015-2025), TH03010529, zahájení: 2018-01-01, ukončení: 2020-12-31, ukončen
Výzkumné skupiny
Výzkumná skupina počítačové grafiky (VZ GRAPH)
Pracoviště
Ústav počítačové grafiky a multimédií (UPGM)
Nahoru