Label Studio

An open-source smart annotation tool supporting multimodal data

Freemium 4.4
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Open-source data labeling tool from HumanSignal that annotates images, audio, text, video, and time series in one configurable interface, with a template system, ML backend hooks for pre-labeling, and a hosted enterprise edition for teams.

Key Features

  • Supports image and video annotation
  • Supports audio and text annotation
  • Flexible custom template system
  • ML model pre-labeling
  • Enterprise team collaboration plan

Pros

  • Highly customizable interface
  • Supports many data formats
  • Open-source flexibility with community support

Cons

  • Initial setup requires a technical background
  • The self-hosted version requires maintaining your own server

Use Cases

  • Preparing AI model training data
  • Computer vision object annotation projects
  • Natural language processing text classification

Editor's Note

A powerful open-source tool for handling AI model training data that dramatically saves manual annotation time.

FAQ

Is Label Studio free?

Yes. It offers a fully featured open-source version for free, plus a paid enterprise hosted version.

What types of data annotation does it support?

It supports many common AI training data formats such as images, video, audio, text, and time series.

Can I integrate my own machine learning model?

Yes. Through the built-in ML backend hooks, you can connect a custom model for smart pre-labeling.

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