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FiftyOne
Understand and refine your data and models at every step of your visual AI development. Reliably build high-quality datasets and robust models.
Product Overview
Unlock the value of visual AI easily and efficiently
Poor quality data is the biggest obstacle to AI success. FiftyOne is the refinery for building visual AI that harmonizes data and model work to create quality datasets and accurate models. FiftyOne eliminates guesswork and reduces manual effort by providing deep visibility into the quality of your data, helping teams uncover gaps, locate failure modes, and maximize model performance.
Built on a powerful open source foundation and designed for extensibility, scalability, and flexibility, FiftyOne surfaces the right insights AI builders need to get their projects across the finish line.
By the numbers
Loved by millions of ML engineers
2.8M+
Product installs
9.1K+
GitHub stars
22K+
Community members
Key capabilities
All the functionality to deliver optimal datasets & models
Visualize and manage data
- Visualize and manage millions of data samples across diverse data formats and modalities – images, videos, 3D, point clouds – in the cloud or on-prem
- Organize samples with metadata and label types such as classification, object detection, segmentation, and more
- Easily search through and visualize data samples and labels that match your criteria
Query, sort, slice, and dice to curate quality datasets
- Filter, sort, tag, or group by image, frames, text similarity, and more using attributes and natural language prompts
- Weed out low-quality samples by blurriness, brightness, entropy, and more
- Group, merge, or save interesting dataset views while securely collaborating with your team
Analyze data patterns and distributions to select an effective training dataset
- Understand and analyze data using embeddings to find hidden patterns and structures to uncover outliers, potential data gaps, and labeling errors
- Find the most optimal samples to train on using advanced ML techniques that search for similar, typical, or unique samples
- Easily augment datasets by searching and previewing billions of data samples from your data source directly within FiftyOne
Understand model strengths and weaknesses to improve performance
- Evaluate and analyze model detections and aggregate metrics such as mAP, precision, recall, f1 scores, and more
- Uncover model failure modes by conducting sample-level analysis to view the best/worst-performing samples and edge cases
- Compare model metrics on multiple models to understand which model performs best and why
Optimize annotation processes to save time and costs
- Reduce the need for large-scale manual labeling by using automated zero-shot techniques on raw data
- Identify incorrect annotations, missed objects, or incorrect bounding boxes earlier in the workflow and queue samples for inspection
- Carefully mine samples that your model finds hard to train on and queue those for labeling instead of blindly sourcing and labeling all samples
Resources
Everything you need to get started
Try in Browser
Explore FiftyOne instantly in your browser. In just a few clicks, you can see how it boosts data quality and model performance—no installation needed.
Explore Tutorials
Get step-by-step guidance on a variety of topics with access to source code and notebooks. Follow along as you learn best practices and techniques.
Visit the Docs
Get up and running with FiftyOne documentation. Everything you need from installation, release notes, cheatsheets, API reference, and more.
Customers
Trusted by thousands of organizations
Meets enterprise requirements
Flexibility, scalability, and governance: the perfect enterprise solution
Highly scalable and efficient workflows
Centralized data access streamlines operations on billions of samples. Surface the information teams need to iterate faster using out-of-the-box workflows.
Enterprise-level security and compliance
Maintain compliance with industry standards and regulations through secure dataset tracking and versioning. Plus fine-grained access control and authentication for a secure, collaborative environment.
Deploy Anywhere
Fits your specific needs
Cloud
On-Premises
Hybrid
Air-Gapped
Benefits
Achieve success with your AI projects
Build better models
Achieve accurate, reliable performance by refining models and datasets together
30%
increase in model accuracy
Minimize failure rates
Significantly minimize the risk of field failures by finding edge cases and potential gaps earlier during development
80%
reduction in field failures
Increase productivity
Enable teams to deliver more innovation and impact with a solution that improves development velocity
50%
boost in team productivity
Offerings
Choose the offering that’s right for you
OPEN SOURCE
Enables individual users to experiment with their projects on a single machine, using local data
- Visualize and curate datasets
- Find annotation mistakes
- Evaluate and compare models
- Root cause poor-performing metrics
ENTERPRISE
Enables organizations of any size to build & deploy visual AI projects at scale
FiftyOne Teams provides all the capabilities in open source, plus:
- Native integration to your cloud or on-prem
- Manage billions of data samples
- Out-of-the-box workflows
- Multi-user team collaboration and access control
- Enterprise-grade scalability and governance
Ready to learn how your team can benefit from FiftyOne?
FiftyOne harnesses data at every critical phase of your ML workflow. Dive deeper into the enterprise capabilities of FiftyOne Teams and discover what’s possible.
Testimonials
What our users are saying
“From vehicle safety and autonomy to security systems to robotics, Bosch is a leader in artificial intelligence solutions utilizing computer vision. Voxel51’s solutions help us organize, evaluate and refine our data and models, enabling us to develop robust, reliable AI applications across multiple teams and projects.”
“At Allstate, my team works on auto vehicle damage inspection. Verifying the damage to a vehicle can take an insurance claim agent hours to verify, but using computer vision and FiftyOne, we can segment the parts of vehicles first, then detect the damages, and finally match the damage to repair costs and generate reports for the adjusters.”
Pavan Nanjundappa
Data Science Manager | Allstate
“We use FiftyOne Teams to organize, select, display, and share our data which has led to better collaboration with and understanding of our large volume of data. FiftyOne Teams enables us to gain insights such as identifying and understanding data problems early, hypothesis validation, and dataset management overall. This has led to better solution engineering and better testing for the products and services we deliver to our customers.”
Lanny Lin
Sr. Director of AI and Data Science | Vivint
“From vehicle safety and autonomy to security systems to robotics, Bosch is a leader in artificial intelligence solutions utilizing computer vision. Voxel51’s solutions help us organize, evaluate and refine our data and models, enabling us to develop robust, reliable AI applications across multiple teams and projects.”
“At Allstate, my team works on auto vehicle damage inspection. Verifying the damage to a vehicle can take an insurance claim agent hours to verify, but using computer vision and FiftyOne, we can segment the parts of vehicles first, then detect the damages, and finally match the damage to repair costs and generate reports for the adjusters.”
Pavan Nanjundappa
Data Science Manager | Allstate
“We use FiftyOne Teams to organize, select, display, and share our data which has led to better collaboration with and understanding of our large volume of data. FiftyOne Teams enables us to gain insights such as identifying and understanding data problems early, hypothesis validation, and dataset management overall. This has led to better solution engineering and better testing for the products and services we deliver to our customers.”
Lanny Lin
Sr. Director of AI and Data Science | Vivint
Extensible
Extensible and flexible to meet your unique needs
FiftyOne offers a robust framework to extend and customize its functionality. Your imagination is your only limitation.
Powerful plugin framework
Unlock infinite ways to extend and customize the functionality of FiftyOne. Select from available plugins or build your own.
Plots and in-product experiences
Use panels to custom-build interactive charts or in-product experiences such as onboarding, tutorials, embedded videos, and more.
Custom workflows
Build custom workflows or leverage out-of-the-box core workflows for data quality, model evaluation, querying samples from external data sources, and many more.
integrations
Integrate with your favorite tools
Resources
Explore our learning materials, tutorials, blogs, and more
Ready to get started?
Join thousands of organizations who rely on FiftyOne to achieve success with their visual AI.