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Vehicle counting yolov8

Project Overview

This project aims to automate counting vehicle that passes by. The class of this object detection is all vehicle from optimus prime to motorcyle vlcsnap-2024-02-27-15h25m52s409

Project Inspiration

I'm inspired to do this project because i saw news headline about Dishub(traffic police in indonesia) still counting vehicle manually at ramadhan event 2023 image

Dataset

The dataset used for this project can be found here. It consists of traffic picture with vehicle that already annotated. you can export the dataset with yolov8 yaml format.

Installation

git clone https://github.com/ultralytics/yolov8
cd yolov8
pip install ultralytics==8.0.196
git clone https://github.com/ultralytics/ultralytics.git

usage

python main.py

Training Result

yolov8m result

alt text

Future Development

  • some optimus prime is poorly detected and motorcyle is rarely get detected
  • Need to clean the code ofc hehehehehehe ٩(◕‿◕。)۶

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