LAFO: Look Around and Find Out

Implementation of LAFO: OOD Detection with Relative Angles

Installation

pip install git+ssh://git@github.com/berkerdemirel/LAFO-Look-Around-and-Find-Out.git

Quickstart

Development installation

Setup the development environment:

git clone git@github.com:berkerdemirel/LAFO-Look-Around-and-Find-Out.git
cd LAFO-Look-Around-and-Find-Out
conda env create -f env.yaml
conda activate lafo
pre-commit install

Run the tests:

pre-commit run --all-files
pytest -v

Update the dependencies

Re-install the project in edit mode:

pip install -e .[dev]

Citation

@misc{demirel2024lafo,
      title={Look Around and Find Out: OOD Detection with Relative Angles},
      author={Berker Demirel and Marco Fumero and Francesco Locatello},
      year={2024},
      eprint={2410.04525},
      archivePrefix={arXiv},
      primaryClass={cs.LG},
      url={https://arxiv.org/abs/2410.04525},
}

License

This source code is released under the MIT license, included here.