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A browser-based tool for rapidly labeling images. Currently supports instance segmentation (drawn using freehand or polygon tools), bounding boxes, circles and key points. However, we aim to support image classification and other label types in the future. Labeling work can be done by users and approved by admin users, which allows for keeping t…

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README

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Overview

S3Label is an open-source browser-based image labeling tool developed by Stone Three, a company in South Africa. The goal of S3Label is to speed up the labeling of images for use in machine learning. It is particularly focused on instance segmentation, semantic segmentation and keypoints, although could easily be extended to classification and other types of labeling tasks too.

S3Label_UI

S3Label currently supports various types of labels:

Label type Description
Freehand Click and drag a free-form polygon shape
Polygon Click the individual polygon vertices
Rectangle Click and drag to draw rectangular bounding boxes
Circle Click and drag to draw circle

The tool is designed to keep track of who labeled what data and to make the labeling process fast.

Two types of user roles are available: admin and normal users:

User role Functionality available
Normal Log in and label images. View own previously labeled images.
Admin Same as Normal user, but also able to upload images for labeling, as well as to approve any other user's labeling.

Tutorials

  1. Installation
  2. Logging in
  3. Importing images for labeling
  4. How to label images
  5. Exporting labels
  6. Payment tracking
  7. Upgrading S3Label version
  8. Useful SQL queries
  9. Roadmap

Architecture

  • Front-end: VueJS
  • Back-end: Flask
  • Database: Postgres

See here for a more thorough description and diagram of the S3Label architecture.

About

A browser-based tool for rapidly labeling images. Currently supports instance segmentation (drawn using freehand or polygon tools), bounding boxes, circles and key points. However, we aim to support image classification and other label types in the future. Labeling work can be done by users and approved by admin users, which allows for keeping t…

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