Skip to content

Application of convolutional neural networks and machine learning to recognize traffic signs based on images.

License

Notifications You must be signed in to change notification settings

xkrystiandutka/RoadSigns

Folders and files

NameName
Last commit message
Last commit date

Latest commit

0aeebc8 · Jan 30, 2023

History

6 Commits
Jan 30, 2023
Jan 19, 2023
Jan 30, 2023
Jan 21, 2023
Jan 30, 2023

Repository files navigation

RoadSigns

Application of convolutional neural networks and machine learning to recognize traffic signs based on images. Project created together with:

  • Gabriela Pąk
  • Adrian Maślanka
  • Artur Kasprzyk

The data set used in the project

https://www.kaggle.com/datasets/flo2607/traffic-signs-classification

Convolutional network model

Number of samples/observations for given labels

image

Convolutional network model code

image

Results of the trained neural network

image

Results of the summary() function - summary of the neural network model

image

Graph showing how accuracy metrics look with successive epochs, broken down by training and test collection

image

Visualization of the output of the convolution filters of the neural network

image

Images and their predicted value

image

LICENSE

About

Application of convolutional neural networks and machine learning to recognize traffic signs based on images.

Topics

Resources

License

Stars

Watchers

Forks

Releases

No releases published

Packages

No packages published