Detail publikačního výsledku

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

FOLENTA, J.; ŠPAŇHEL, J.; BARTL, V.; HEROUT, A.

Originální název

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

Anglický název

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

Druh

Stať ve sborníku v databázi WoS či Scopus

Originální 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).

Anglický 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

Klíčová slova v angličtině

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

Autoři

FOLENTA, J.; ŠPAŇHEL, J.; BARTL, V.; HEROUT, A.

Rok RIV

2021

Vydáno

18.05.2020

Nakladatel

IEEE Computer Society

Místo

Seattle, WA

ISBN

978-1-7281-9360-1

Kniha

2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW)

Edice

IEEE Computer Society Conference on Computer Vision and Pattern Recognition Workshops

ISSN

2160-7516

Periodikum

IEEE Computer Society Conference on Computer Vision and Pattern Recognition Workshops

Svazek

2020

Číslo

07

Stát

Spojené státy americké

Strany od

2544

Strany do

2549

Strany počet

6

URL

https://ieeexplore.ieee.org/document/9150881

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"
}

Dokumenty

09150881