Counting Sheep without Sleep. This project utilizing YOLO and several image processing techniques to track, count and segment sheep.
I recommend creating an anaconda environment:
conda create --name [environment-name] python=3.9
Then, install Python requirements:
pip install -r requirements.txt
Finally, to reproduce the results, from the [environment-name] project root, run:
python counting_sheeps.py
Important: The code within the drawing_bounds.py file handles the crucial task of delineating and extracting the detection area. It will need adjustments to accommodate various videos and camera angles, or possibly even be disabled. Additionally, employing a stable camera in the video setup, ideally capturing all sheep from a high angle (even though I lack this type of video), will significantly improve accuracy.
Here are some demos showcasing the results obtained from videos sourced from YouTube.