Ultra-Efficient On-Device Object Detection on AI-Integrated Smart Glasses with TinyissimoYOLO
Julian Moosmann 1,
[🧑🏻🚀 Pietro Bonazzi](https://linkedin.com/in/pietrobonazzi)1,
Yawei Li1,
Sizhen Bian 1,
Philipp Mayer1 ,
Luca Benini 1 ,
Michele Magno1
1 ETH Zurich, Switzerland
Our codebase is based on Ultralytics. If you find our work useful please use this citation :
@misc{moosmann2023ultraefficient,
title={Ultra-Efficient On-Device Object Detection on AI-Integrated Smart Glasses with TinyissimoYOLO},
author={Julian Moosmann* and Pietro Bonazzi* and Yawei Li and Sizhen Bian and Philipp Mayer and Luca Benini and Michele Magno},
year={2023},
eprint={2311.01057},
archivePrefix={arXiv},
primaryClass={cs.CV}
}
Create the environment:
python3.10 -m venv venv
source venv/bin/activate
pip install torch==2.0.0+cu117 torchvision==0.15.1+cu117 torchaudio==2.0.1 --index-url https://download.pytorch.org/whl/cu117
pip install -r requirements.txt
python a_train_export.py