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sbu-rezi

If you want to take full advantage of this project you should read this document carefully, as it's going to help you understand how to leverage the tools and resources being provided.

for training your own dataset steps go to "README_OD.md"

goals

Our goal is to use YOLOv5 to perform object detection and introduce MQTT as an interprocess messaging system. The main attraction is the notification.py script that uses MQTT to receive events and communicate with the outside world through Twilio.

By using and studying the project you should be able to:

  • Use YOLOv5 to do object detection
  • Create your own MQTT clients using Paho
  • Send SMS to US phone numbers from a Python script using Twilio
  • Play sounds leveraging ALSA and libav through the pydub module

This project includes a clone of the YOLOv5 project on GitHub, found here https://github.com/ultralytics/yolov5, without any version control. If your intent is to work with YOLOv5 only and not leverage the Resideo notification system, your work should be contained to the yolov5/ directory, or, you could clone the YOLOv5 repository directly outside of thie project folder.

requirements

This project was written and tested on a Debian based Linux system. Ubuntu 18 or 20 should work fine. Raspbian is also probably fine though untested.

installation & usage

Before running any of the scripts, make sure you run "setup.sh" first. setup.sh installs the necessary libraries and utilities for this demo and YOLOv5 to run.

It will create a virtual environment so: *** Remember to run "deactivate" when you're done with virtual environment ***

Please pay close attention to how the script is run, not "./setup.sh" but ". setup.sh" instead. Running with "./setup.sh" will apply the changes in another shell, not your current shell, and you don't want that.

Start with:

$ . setup.sh

If you need to reset the project:

$ . resetenv.sh

When done with the virtual environment:

$ deactivate

If you already have called setup.sh and want to activate the virtual environment, you can run:

$ source sbu-rezi-env/bin/activate

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