Publication detail

Traffic Sign classification using Deep Learning

SICHA, M.

Original Title

Traffic Sign classification using Deep Learning

English Title

Traffic Sign classification using Deep Learning

Type

article in a collection out of WoS and Scopus

Language

Czech

Original Abstract

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.

English abstract

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.

Keywords

classification, neural networks, traffic signs

Key words in English

classification, neural networks, traffic signs

Authors

SICHA, M.

Released

27. 4. 2021

Publisher

Vysoké učení technické v Brně, Fakulta elektrotechniky a komunikačních technologií

Location

Brno

ISBN

978-80-214-5942-7

Book

Proceedings I of the 27th Conference STUDENT EEICT 2021

Edition number

1

Pages from

1

Pages to

4

Pages count

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"
}