Awesome
<div align="center"> <p align="center"> <img src="https://github.com/user-attachments/assets/17afdf93-289c-40f1-805c-06344f095cf6" height="55px">Open Source AI from Voxel51
<!-- prettier-ignore --><a href="https://voxel51.com/fiftyone">FiftyOne Website</a> • <a href="https://voxel51.com/docs/fiftyone">FiftyOne Docs</a> • <a href="https://docs.voxel51.com/user_guide_brain.html">FiftyOne Brain Docs</a> • <a href="https://voxel51.com/blog/">Blog</a> • <a href="https://slack.voxel51.com">Community</a>
</p> </div>FiftyOne Brain contains the open source AI/ML capabilities for the FiftyOne ecosystem, enabling users to automatically analyze and manipulate their datasets and models. FiftyOne Brain includes features like visual similarity search, query by text, finding unique and representative samples, finding media quality problems and annotation mistakes, and more 🚀
Documentation
Public documentation for the FiftyOne Brain is available here.
Installation
The FiftyOne Brain is distributed via the fiftyone-brain
package, and a
suitable version is automatically included with every fiftyone
install:
pip install fiftyone
pip show fiftyone-brain
Installing from source
If you wish to do a source install of the latest FiftyOne Brain version, simply clone this repository:
git clone https://github.com/voxel51/fiftyone-brain
cd fiftyone-brain
and run the install script:
# Mac or Linux
bash install.bash
# Windows
.\install.bat
Developer installation
If you are a developer contributing to this repository, you should perform a
developer installation using the -d
flag of the install script:
# Mac or Linux
bash install.bash -d
# Windows
.\install.bat -d
Check out the contribution guide to get started.
Uninstallation
pip uninstall fiftyone-brain
Repository layout
fiftyone/brain/
definition of thefiftyone.brain
namespacerequirements/
Python requirements for the projecttests/
tests for the various components of the Brain
Citation
If you use the FiftyOne Brain in your research, please cite the project:
@article{moore2020fiftyone,
title={FiftyOne},
author={Moore, B. E. and Corso, J. J.},
journal={GitHub. Note: https://github.com/voxel51/fiftyone-brain},
year={2020}
}