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An optimize pipeline to apply action detection in real time scenario

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REAL TIME HUMAN ACTION DETECTION FOR SUPERVISING IN ENCLOSED-SPACE

Introduction 🥤

An optimize pipeline to apply action detection in real time scenario

Usage

Installation 🤖

YOWOv2

  • We reccomand create a virtual enviroment with:
virtualenv venv --python=python3.10
  • This only works if you have python3.10 installed at the system level (e.g. /usr/bin/python3.10).
  • Then activate the enviroment:
source venv/bin/activate
  • Install the requirements:
pip install -r requirements.txt

ST-GCN

  • To install the required packages, run the following command:
make install-env

Dataset

MCF-UCF24:

  • You can download MCF-UCF24 from the following link: Google Drive

Human detect and tracking 👧

To detect and track human in a video, run the following command:

python3 src/action/main.py --source resources/test/res.mp4 --show

References ⭐

License 📖

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An optimize pipeline to apply action detection in real time scenario

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