Wait, what’s FiftyOne?
FiftyOne is the open source machine learning toolset that enables data science teams to improve the performance of their computer vision models by helping them curate high quality datasets, evaluate models, find mistakes, visualize embeddings, and get to production faster.
What’s new in FiftyOne 0.22.3?
FiftyOne Core
- Optimized sort_by_similarity() #3733
- Fixed default fiftyone-db installs on Ubuntu 22.04, Debian, and RHEL #3675
FiftyOne App
FiftyOne Brain
- Optimized similarity backends when performing KNN queries against their entire indexes
- Fixed performing similarity queries on filtered views in the LanceDB integration
- Fixed calling remove_from_index() on an index that uses the embeddings_field parameter
- Fixed compute_embeddings() when skip_existing=True is provided
FiftyOne Plugins
FiftyOne CLI
What’s new in FiftyOne Teams 1.4.4?
General enhancements and fixes
- Optimized iterator operations such as export
- Improved plugin upload reliability
- Further improved dataset listing queries
- Fixed clips, frames, and patches views for grouped datasets in the App
- Fixed cloud credential initialization during deployment restarts
Check out the
release notes for a full rundown of additional enhancements and bugfixes.
Get involved in the FiftyOne open source community!
If you are working on computer vision use cases and unstructured data, the FiftyOne community is for you. There are tons of ways to get involved!
FiftyOne Community Slack
With over 2,000 members, the community Slack channel is a great place to interact with the FiftyOne developers and exchange solutions with machine learning engineers doing computer vision in production.
https://slack.voxel51.com/FiftyOne Meetups
Voxel51 sponsors 13 virtual
Computer Vision Meetups and 12
AI, Machine Learning and Data Science Meetups around the world. (To join, visit the Meetup links and scroll down to find the location friendliest to your time zone.) The Computer Vision Meetups are geared towards data scientists, machine learning engineers, and open source enthusiasts who want to expand their knowledge of computer vision and complementary technologies. We put an emphasis on open source software, and speakers who are computer vision practitioners or academics doing research in the field.
Nov 15 - FiftyOne Plugins Workshop
Register to join us on November 15, 2023. Are you ready to take your computer vision tooling to the next level? Open source FiftyOne is the most flexible computer vision toolkit on the planet. By tapping into its builtin Plugin framework, you can extend your FiftyOne experience and streamline your workflows, building Gradio-like applications with data at their core. From
concept interpolation to
image deduplication,
optical character recognition, and even curating your own
AI art gallery by adding generated images directly into a dataset, your imagination is the only limit. Join us to discover how you can unleash your creativity and interact with data like never before. In the first part of the workshop we’ll cover:
- FiftyOne Plugins – what are they?
- Installing a plugin
- Creating your own Python plugin
- Python plugin tips
- Creating your own JavaScript plugin
- Publishing your plugin
FiftyOne on GitHub
If you want to start contributing to the FiftyOne project resolving issues, reporting bugs or making enhancements to the Docs, check out these resources:
FiftyOne Blogs
Recent blogs include:
FiftyOne Videos
Recent videos include:
