VehiclCounterAndClassifierGUI

This project purpose is to make GUI software that implement the process of vehicle counting and classification,

Features

Video Cropping to Sub Videos
Deep Learning (CNN) Classification
Multi-threading support
Multiple Counting Lines (up to 6)
Reporting as CSV and HTML

To Do

Full documentation
Online streaming support
Performance optimization
Automatic parameters detection

Tested on windows, python 3.5.2

Install

git clone https://github.com/momaabna/VehiclCounterAndClassifierGUI
cd VehiclCounterAndClassifierGUI
pip install requrenments.txt

or just use binary release from here.

Usage

python3 main.py

screenshots

Classification model

The classification model (VGG16) was trained on part of classification challenge dataset and test accuracy was 74% , you can train your own model. Trained model can be found in url :

https://drive.google.com/file/d/1vHjXBYNpczQ-9UMGR5rEFjXsWLqpsznK/view?usp=sharing

References

https://github.com/NationalAssociationOfRealtors/VehicleCounting

Not fully documented but you can easily run it.