From Segmentation to Transcription: Simplifying Data Annotation with Universal Data Tool

What is the Universal Data Tool?

The Universal Data Tool is a web and desktop application for editing and annotating various types of data, including images, text, audio, and documents. It supports a range of data tasks such as image segmentation, text classification, audio transcription, and more.

The tool allows real-time collaboration without sign-up, and it can be used on the web or as a desktop application on Windows, Mac, or Linux. It also provides an easy-to-use GUI for project configuration and supports multiple data formats.

Features

• Web and desktop application
• Supports editing and annotating various types of data
• Supports a range of data tasks such as image segmentation, text classification, audio transcription, etc.
• Allows real-time collaboration without sign-up
• Can be used on the web or as a desktop application on Windows, Mac, or Linux
• Provides an easy-to-use GUI for project configuration
• Supports multiple data formats
• Allows to view and edit any data defined in the extensible .udt.json and .udt.csv standard
• Allows to collaborate with others in real time
• Allows to create courses to train labelers
• Supports download/upload as easy-to-use CSV or JSON
• Supports for Images, Videos, PDFs, Text, Audio Transcription and many other formats
• Can be easily integrated into a React application
• Allows to annotate images or videos with classifications, tags, bounding boxes, polygons and points
• Enables Fast Automatic Smart Pixel Segmentation using WebWorkers and WebAssembly
• Allows to import data from Google Drive, Youtube, CSV, Clipboard and more
• Supports annotation of NLP datasets with Named Entity Recognition (NER), classification and Part of Speech (PoS) tagging.
• Can be easily loaded into pandas or used with fast.ai
• Runs with docker and singularity

License

MIT License

Resources & Downloads

• Source-code download

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

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

GitHubUniversalDataTool