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https://github.com/UniversalDataTool/universal-data-tool

Collaborate & label any type of data, images, text, or documents, in an easy web interface or desktop app.
https://github.com/UniversalDataTool/universal-data-tool

annotate-images annotation-tool classification computer-vision csv dataset deep-learning desktop entity-recognition hacktoberfest image-annotation image-labeling-tool image-segmentation labeling labeling-tool machine-learning named-entity-recognition semantic-segmentation text-annotation text-labeling

Last synced: 3 months ago
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Collaborate & label any type of data, images, text, or documents, in an easy web interface or desktop app.

Host: GitHub
URL: https://github.com/UniversalDataTool/universal-data-tool
Owner: UniversalDataTool
License: mit
Created: 2019-07-11T18:00:15.000Z (over 5 years ago)
Default Branch: master
Last Pushed: 2022-05-03T20:48:18.000Z (over 2 years ago)
Last Synced: 2024-04-14T01:29:54.149Z (9 months ago)
Topics: annotate-images, annotation-tool, classification, computer-vision, csv, dataset, deep-learning, desktop, entity-recognition, hacktoberfest, image-annotation, image-labeling-tool, image-segmentation, labeling, labeling-tool, machine-learning, named-entity-recognition, semantic-segmentation, text-annotation, text-labeling
Language: JavaScript
Homepage: https://universaldatatool.com
Size: 247 MB
Stars: 1,894
Watchers: 37
Forks: 183
Open Issues: 168
Metadata Files:
- Readme: README.md
- Contributing: CONTRIBUTING.md
- Funding: .github/FUNDING.yml
- License: LICENSE

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README

        # Universal Data Tool

[![GitHub version](https://badge.fury.io/gh/UniversalDataTool%2Funiversal-data-tool.svg)](https://badge.fury.io/gh/UniversalDataTool%2Funiversal-data-tool)

![Master Branch](https://github.com/UniversalDataTool/universal-data-tool/workflows/Test/badge.svg)

[![npm version](https://badge.fury.io/js/universal-data-tool.svg)](https://badge.fury.io/js/universal-data-tool)

[![GitHub license](https://img.shields.io/github/license/UniversalDataTool/universal-data-tool)](https://github.com/UniversalDataTool/universal-data-tool/blob/master/LICENSE)

[![Platform Support Web/Win/Linux/Mac](https://img.shields.io/badge/platforms-Web%20Windows%20Linux%20Mac-blueviolet)](https://github.com/UniversalDataTool/universal-data-tool/releases)

[![Slack Image](https://img.shields.io/badge/slack-Universal%20Data%20Tool-blue.svg?logo=slack)](https://join.slack.com/t/universaldatatool/shared_invite/zt-d8teykwi-iOSOUfxugKR~M4AJN6VL3g)

[![Twitter Logo](https://img.shields.io/twitter/follow/UniversalDataTl?style=social)](https://twitter.com/UniversalDataTl)

Try it out at [udt.dev](https://udt.dev), [download the desktop app](https://github.com/UniversalDataTool/universal-data-tool/releases) or [run on-premise](https://docs.universaldatatool.com/running-on-premise).



  





  

  Docs • Website • Playground • Library Usage • On-Premise

  



The Universal Data Tool is a web/desktop app for editing and annotating images, text, audio, documents and to view and edit any data defined in the extensible [.udt.json and .udt.csv standard](https://github.com/UniversalDataTool/udt-format).

## Supported Data



    Image Segmentation • 

    Image Classification • 

    Text Classification • 

    Named Entity Recognition • 

    Named Entity Relations / Part of Speech Tagging • 

    Audio Transcription • 

    Data Entry • 

    Video Segmentation • 

    Landmark / Pose Annotation



## Recent Updates

[Follow our development on Youtube!](https://www.youtube.com/channel/UCgFkrRN7CLt7_iTa2WDjf2g)

- [Community Update Video 9](https://youtu.be/q20WrCRcG4k)

- [Community Update Video 8](https://www.youtube.com/watch?v=IBWOaw0jMmM)

- [Community Update Video 7](https://youtu.be/glPPFgXibdw) [(blog version)](https://universaldatatool.substack.com/p/build-your-dataset-from-coco)

  

## Features

- **Collaborate with others in real time, no sign up!**

- Usable on [web](https://universaldatatool.com) or as [Windows,Mac or Linux desktop application](https://github.com/UniversalDataTool/universal-data-tool/wiki/Installation)

- Configure your project with an easy-to-use GUI

- [Easily create courses to train your labelers](https://universaldatatool.com/courses)

- Download/upload as easy-to-use CSV ([sample.udt.csv](https://github.com/UniversalDataTool/udt-format/blob/master/SAMPLE.udt.csv)) or JSON ([sample.udt.json](https://github.com/UniversalDataTool/udt-format/blob/master/SAMPLE.udt.json))

- Support for Images, Videos, PDFs, Text, Audio Transcription and many other formats

- Can be [easily integrated into a React application](https://github.com/UniversalDataTool/universal-data-tool/wiki/Usage-with-React)

- Annotate images or videos with classifications, tags, bounding boxes, polygons and points

- Fast Automatic Smart Pixel Segmentation using WebWorkers and WebAssembly

- Import data from Google Drive, Youtube, CSV, Clipboard and more

- Annotate NLP datasets with Named Entity Recognition (NER), classification and Part of Speech (PoS) tagging.

- Easily [load into pandas](https://github.com/UniversalDataTool/universal-data-tool/wiki/Usage-with-Pandas) or [use with fast.ai](https://github.com/UniversalDataTool/universal-data-tool/wiki/Usage-with-Fast.ai)

- Runs [with docker](https://hub.docker.com/r/universaldatatool/universaldatatool) `docker run -p 3000:3000 universaldatatool/universaldatatool`

- Runs [with singularity](https://singularity-hub.org/collections/4792) `singularity run universaldatatool/universaldatatool`









## Sponsors

[![wao.ai sponsorship image](https://user-images.githubusercontent.com/1910070/107271376-20fbd100-6a1a-11eb-9f82-2d10607591ba.png)](https://wao.ai)

[![momentum image](https://user-images.githubusercontent.com/1910070/107270943-8bf8d800-6a19-11eb-97c2-895b0280aa8a.png)](https://momentum-tech.ca/)

[![enabled intelligence image](https://user-images.githubusercontent.com/1910070/107271756-aaab9e80-6a1a-11eb-887c-6f5d009f0fd2.png)](https://www.enabledintelligence.net/)

## Installation

### Web App

Just visit [universaldatatool.com](https://universaldatatool.com)!

_Trying to run the web app locally? Run `npm install` then `npm run start` after cloning this repository to start the web server._

### Desktop Application

Download the latest release from the [releases page](https://github.com/UniversalDataTool/universal-data-tool/releases) and run the executable you downloaded.

## Contributing

- (Optional) Say hi in the [Slack channel](https://join.slack.com/t/universaldatatool/shared_invite/zt-d8teykwi-iOSOUfxugKR~M4AJN6VL3g)!

- Read [this guide to get started with development](https://github.com/UniversalDataTool/universal-data-tool/wiki/Setup-for-Development).

## Contributors ✨

Thanks goes to these wonderful people ([emoji key](https://allcontributors.org/docs/en/emoji-key)):

  

    
_{Severin Ibarluzea}
💻 📖 👀

    
_Puskuruk
💻 👀

    
_CedricJean
💻

    
_beru
💻

    
_Marc
💻 📖

    
_Wafaa-arbash
📖

    
_{Pierre Grimaud}
📖

  

  

    
_{sreevardhanreddi}
💻

    
_{Mohammed Eldadah}
💻

    
_x213212
💻

    
_hysios
💻

    
_{Cong Dao}
💻

    
_{Renato Junior}
🌍

    
_Rick
🌍 💻

  

  

    
_anaplian
💻

    
_{Miguel Carvalho}
🌍

    
_{Kyle OBrien}
💻

    
_{Hakkı Yağız ERDİNÇ}
💻

    
_{João Victor Davim}
💻

  

This project follows the [all-contributors](https://github.com/all-contributors/all-contributors) specification. Contributions of any kind welcome!