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Data & context

FiftyOne

Makes individual samples, annotations and model failures inspectable in a shared visual workflow.

11,135 stars

Overview

Research summary

FiftyOne lets developers inspect visual datasets alongside labels, metadata and model predictions. Its Python interfaces and interactive application support dataset exploration, sample selection, annotation workflows and model evaluation. Embedding-based analysis helps expose dataset structure, difficult examples and near-duplicates. These capabilities support iteration on the data behind computer-vision systems instead of relying only on aggregate scores. The open-source repository is Apache-licensed, while FiftyOne Enterprise adds separately offered collaboration and deployment capabilities.

Repository summary

Stars
11,135
Open issues
Unavailable
Last push
2026-10-02
Commits, 90 days
Unavailable
Repository activity
Not scored
Version
Unavailable

Recorded catalogue figures. View repository data and provenance →

Classification

Pricing & services

Paid services available

The provider offers paid products or services. Free options may also be available.

View pricing & services ↗

Commercial offering checked 2026-10-02.

Licence scope

Implementation

Recorded implementation details and interfaces for FiftyOne.

Implementation details

Python / TypeScript implementation with an interactive application or platform integration

Languages
Python, TypeScript
Repository type
source

Recorded interfaces and capabilities

Licence scope

Repository

Repository snapshots, release information and recorded maintenance signals.

Repository snapshot

voxel51/fiftyone ↗

Stars
11,135
Open issues
Unavailable
Last push
2026-10-02
Commits, 90 days
Unavailable
Repository activity
Not scored
Archived
Not recorded

Repository activity is a snapshot, not a quality or popularity ranking. It combines recent-push freshness (50%), 90-day commits (30%) and issue pressure (20%).

Maintenance and provenance

Catalogue snapshot
2026-10-06
Stars source
Recorded fallback
Last push source
Recorded fallback

Documentation

Recorded references and research provenance for this entry.

Recorded sources 6

Research metadata

Research date
2026-10-02
Catalogue snapshot
2026-10-06