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Yolo4Apnea

Description

Server-client infrastructure to run real-time detection of apneas using YOLO as talken about in the Yolo4Apnea: Real-time Detection of Obstructive Sleep Apnea demo paper.

If this repo fails download, it is also available at https://github.com/shamnvik/Yolo4Apnea

Note: Project is not finished, and will be upgraded incrementally

Requirements

  • python3
  • npm

Usage:

Start Server:

cd to server directory and run:

pip install -r requirements.txt
python app.py

Start Client:

cd to client directory and run:

Instantiate:

npm install
npm start

View predictions

  • Press the demo button in the web browser window opened by npm.
  • Press play
  • See the simulated signal appear in the top graph, and the prediction confidence in the lower graph. The lower graph is expected to stay at 0 most of the time, until an apnea is detected