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

Convolutional network model code

Results of the trained neural network

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

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

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

Images and their predicted value

LICENSE

MIT