Cross fence detection

Using the YOLOv8n model to detect whether the position of a person intersects with a manually drawn line, and if so, it is considered as an act of climbing over the fence.

Hardware prepare

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Software prepare

Install the runtime environment

sudo apt update && sudo apt full-upgrade -y && sudo apt install hailo-all

Install the project

git clone https://github.com/Seeed-Projects/cross_fence_with_AIBox.git
cd cross_fence_with_AIBox

Prepare the python environment

python -m venv .env --system-site-packages  && source .env/bin/activate
pip install -r requirements.txt

Run the project

python app.py -i ./scale_the_fence.mp4 -n ./yolov8n.hef --show-fps -l ./common/coco.txt 

Result

Reference

This project references Hailo-Application-Code-Examples.