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UNIDRONE v1.0

License Maintained? PRs Welcome

Unidrone is super-simple and 100%-free set of YOLO-based neural networks to do detection with drones!


Table of Contents

  1. Features
  2. Installation
  3. Usage
  4. Contributing
  5. License
  6. Contact

Features

  • ✨ YOLOV8-based – the AI models shared are all based on the populat YOLO architecture and are, as such, very easy to integrate into products and deploy on all sorts of inference hardware including at the edge
  • ⚑ Open weights – all the models are shared as .pt files and can be used as starting points for training / finetuning the networks on your own data!
  • πŸ’‘ Angle-agnostic – the training data for these models is a new set which looks to merge WALDO and NANO, two other drone-centric AI systems that I maintain, but reducing the output size for more mainstream use-cases and expanding the training-data scope to ensure the models work better at any angle from top-down (nadir imagery) to horizontal (looking forward).

Installation

  1. Clone this repo to get the sample code, and pull the weights from Hugginface at:

Usage

See the demo code in this repo to run some examples. To get started you can perform inference on an input mp4 video using:

Contributing

Please feel free to write a PR if you'd like to add features to the sample code here or want to build a complete deployment pipeline for a specific platform for instance!

License

MIT License

Copyright (c) 2025 Stephan Sturges

Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the "Software"), to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions:

The above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software.

THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.

Contact

you can reach me at stephan (dot) sturges (at ) google mail (dot) com

About

one AI model for drone-based detection to rule them all πŸ˜„

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