Detail publikace

Traffic Sign classification using Deep Learning

SICHA, M.

Originální název

Traffic Sign classification using Deep Learning

Anglický název

Traffic Sign classification using Deep Learning

Typ

článek ve sborníku mimo WoS a Scopus

Jazyk

čeština

Originální abstrakt

The thesis focuses on the classification of traffic signs in images and video sequences. The goal is real-time processing and usage of software in the vehicle. Neural networks and the Python programming language were chosen to solve the problem. To solve the problem a machine learning method was chosen, more precisely a convolutional neural network. A neural network in the Python programming language was created for the classification of traffic signs, using the Keras and Tensorflow libraries. The neural network architecture is chosen for optimization for use on a single-board computer with limited performance.

Anglický abstrakt

The thesis focuses on the classification of traffic signs in images and video sequences. The goal is real-time processing and usage of software in the vehicle. Neural networks and the Python programming language were chosen to solve the problem. To solve the problem a machine learning method was chosen, more precisely a convolutional neural network. A neural network in the Python programming language was created for the classification of traffic signs, using the Keras and Tensorflow libraries. The neural network architecture is chosen for optimization for use on a single-board computer with limited performance.

Klíčová slova

classification, neural networks, traffic signs

Klíčová slova v angličtině

classification, neural networks, traffic signs

Autoři

SICHA, M.

Vydáno

27. 4. 2021

Nakladatel

Vysoké učení technické v Brně, Fakulta elektrotechniky a komunikačních technologií

Místo

Brno

ISBN

978-80-214-5942-7

Kniha

Proceedings I of the 27th Conference STUDENT EEICT 2021

Číslo edice

1

Strany od

1

Strany do

4

Strany počet

4

BibTex

@inproceedings{BUT171556,
  author="Marek {Sicha}",
  title="Traffic Sign classification using Deep Learning",
  booktitle="Proceedings I of the 27th Conference STUDENT EEICT 2021",
  year="2021",
  number="1",
  pages="1--4",
  publisher="Vysoké učení technické v Brně, Fakulta elektrotechniky a komunikačních technologií",
  address="Brno",
  isbn="978-80-214-5942-7"
}