Project Title

label-studio — A versatile open-source data labeling tool for audio, text, images, videos, and time series

Overview

Label Studio is an open-source data labeling tool designed for various data types, including audio, text, images, videos, and time series. It offers a simple UI, customizable templates, and standardized output formats to facilitate the preparation of raw data or enhancement of existing training data for more accurate machine learning models.

Key Features

Supports multiple data types: audio, text, images, videos, and time series
Customizable labeling templates for specific data needs
Exports data to various model formats for seamless integration with ML workflows
Integrates with existing tools and cloud instances for flexibility

Use Cases

Data scientists using Label Studio to prepare datasets for machine learning model training
Enterprises customizing Label Studio for specific industry data labeling needs
Researchers annotating and labeling datasets for academic research in various fields

Advantages

Open-source and customizable, allowing for community contributions and tailored solutions
Supports a wide range of data types, making it a versatile tool for different projects
Provides a user-friendly interface for efficient data labeling

Limitations / Considerations

The project's license is currently unknown, which may affect its use in commercial applications
Customization requires a certain level of technical expertise, which might be a barrier for some users

SuperAnnotate: A platform for annotating images, videos, and 3D point clouds, with a focus on computer vision tasks. It differs from Label Studio in its specialized focus on visual data.
CVAT: Open-source computer vision annotation tool that supports image and video annotation. CVAT is more focused on visual data annotation compared to Label Studio's multi-data type support.

Basic Information

GitHub: https://github.com/HumanSignal/label-studio
Stars: 24,270
License: Unknown
Last Commit: 2025-08-20

📊 Project Information

Project Name: label-studio
GitHub URL: https://github.com/HumanSignal/label-studio
Programming Language: JavaScript
⭐ Stars: 24,270
🍴 Forks: 2,979
📅 Created: 2019-06-19
🔄 Last Updated: 2025-08-20

🏷️ Project Topics

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📚 Documentation

Docs
here
Install locally with Docker
Run with Docker Compose (Label Studio + Nginx + PostgreSQL)
here
our guide on storing data

This article is automatically generated by AI based on GitHub project information and README content analysis

label-studio

Project Description