Top 23 Labeling Open-Source Projects

• label-studio

  50 16,626 9.8 JavaScript

  Label Studio is a multi-type data labeling and annotation tool with standardized output format

  

Project mention: Annotation is dead | dev.to | 2024-04-26

If instead you have a cohort on hand — -i.e., you do not want to send your data to a third party for any reason, or perhaps you have energetic undergrads — -then you could alternatively consider local, open-source annotation such as CVAT and Label Studio. Finally, nowadays, you might instead work with Large Multimodal Models to have them annotate your data; more on this awkward angle later.

• cleanlab

  69 8,719 9.4 Python

  The standard data-centric AI package for data quality and machine learning with messy, real-world data and labels.

  

Project mention: [Research] Detecting Annotation Errors in Semantic Segmentation Data | /r/MachineLearning | 2023-11-05

We have feely open-sourced our new method for improving segmentation data, published a paper on the research behind it, and released a 5-min code tutorial. You can also read more in the blog if you'd like.

• InfluxDB

  www.influxdata.com featured

  Power Real-Time Data Analytics at Scale. Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality.

  

• snorkel

  5 5,716 5.2 Python

  A system for quickly generating training data with weak supervision

  

• awesome-data-labeling

  7 3,480 0.0

  A curated list of awesome data labeling tools

  

• evadb

  27 2,578 9.5 Python

  Database system for AI-powered apps

  

Project mention: Show HN: Stargazers Reloaded – LLM-Powered Analyses of Your GitHub Community | news.ycombinator.com | 2023-09-30

Hey friends!

We have built an app for getting insights about your favorite GitHub community using large language models.

The app uses LLMs to analyze the GitHub profiles of users who have starred the repository, capturing key details like the topics they are interested in. It takes screenshots of the stargazer's GitHub webpage, extracts text using an OCR model, and extracts insights embedded in the extracted text using LLMs.

This app is inspired by the “original” Stargazers app written by Spencer Kimball (CEO of CockroachDB). While the original app exclusively used the GitHub API, this LLM-powered app built using EvaDB additionally extracts insights from unstructured data obtained from the stargazers’ webpages.

Our analysis of the fast-growing GPT4All community showed that the majority of the stargazers are proficient in Python and JavaScript, and 43% of them are interested in Web Development. Web developers love open-source LLMs!

We found that directly using GPT-4 to generate the “golden” table is super expensive — costing $60 to process the information of 1000 stargazers. To maintain accuracy while also reducing cost, we set up an LLM model cascade in a SQL query, running GPT-3.5 before GPT-4, that lowers the cost to $5.5 for analyzing 1000 GitHub stargazers.

We’ve been working on this app for a month now and are excited to open source it today :)

Some useful links:

* Blog Post - https://medium.com/evadb-blog/stargazers-reloaded-llm-powere...

* GitHub Repository - https://github.com/pchunduri6/stargazers-reloaded/

* EvaDB - https://github.com/georgia-tech-db/evadb

Please let us know what you think!

• Universal Data Tool

  0 1,893 0.0 JavaScript

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

  

• anylabeling

  6 1,861 6.0 Python

  Effortless AI-assisted data labeling with AI support from YOLO, Segment Anything, MobileSAM!!

Project mention: AnyLabeling Auto-labeling with MobileSAM - the newest and fastest variant of Segment Anything | /r/computervision | 2023-06-28

Check out AnyLabeling v0.3.2 today: https://github.com/vietanhdev/anylabeling/releases/tag/v0.3.2.

• SaaSHub

  www.saashub.com featured

  SaaSHub - Software Alternatives and Reviews. SaaSHub helps you find the best software and product alternatives

  

• diffgram

  9 1,803 8.8 Python

  The AI Datastore for Schemas, BLOBs, and Predictions. Use with your apps or integrate built-in Human Supervision, Data Workflow, and UI Catalog to get the most value out of your AI Data.

  

• refinery

  20 1,366 4.5 Python

  The data scientist's open-source choice to scale, assess and maintain natural language data. Treat training data like a software artifact.

  

• onepanel

  4 696 0.0 Go

  The open source, end-to-end computer vision platform. Label, build, train, tune, deploy and automate in a unified platform that runs on any cloud and on-premises.

  

• labelCloud

  1 533 4.5 Python

  A lightweight tool for labeling 3D bounding boxes in point clouds.

• compose

  1 472 3.6 Python

  A machine learning tool for automated prediction engineering. It allows you to easily structure prediction problems and generate labels for supervised learning. (by alteryx)

  

• bbox-visualizer

  2 374 4.8 Python

  Make drawing and labeling bounding boxes easy as cake

• hover

  1 315 1.6 Python

  :speedboat: Label data at scale. Fun and precision included. (by phurwicz)

• PeopleSansPeople

  5 294 3.0 C#

  Unity's privacy-preserving human-centric synthetic data generator

  

• deeplabel

  1 204 1.8 C++

  A cross-platform desktop image annotation tool for machine learning

• trainset

  12 154 0.0 JavaScript

  A lightweight web application for brushing labels onto time series data; useful for building training sets.

  

• turkle

  1 142 4.7 Python

  Django-based clone of Amazon's Mechanical Turk service running in your local environment.

  

• image-sorter2

  1 84 0.0 Python

  One-click image sorting/labelling script

• iris3

  2 68 8.7 Python

  An upgraded and improved version of the Iris automatic GCP-labeling project

  

• Shoonya

  1 46 5.4

  Shoonya - Platform to Annotate and label data at scale.

  

• ipyannotator

  1 34 0.0 Jupyter Notebook

  the infinitely hackable annotation framework

  

• langhuan

  2 12 1.8 Jupyter Notebook

  Light weight labeling engine

• SaaSHub

  www.saashub.com featured

  SaaSHub - Software Alternatives and Reviews. SaaSHub helps you find the best software and product alternatives

  

Labeling related posts

• AnyLabeling Auto-labeling with MobileSAM - the newest and fastest variant of Segment Anything

  2 projects | /r/computervision | 28 Jun 2023

• AnyLabeling - Image Labeling tool with Auto Labeling from Segment Anything + YOLOs

  1 project | /r/computervision | 11 May 2023

• Best Image Annotation Tools

  1 project | /r/u_Exciting_Ad_841 | 10 May 2023

• labelme VS anylabeling - a user suggested alternative

  2 projects | 15 Apr 2023

• labelImg VS anylabeling - a user suggested alternative

  2 projects | 15 Apr 2023

• AnyLabeling v0.2.2 now supported all Segment Anything models (ViT-B, ViT-L, ViT-H) + YOLOv5 + YOLOv8 for auto labeling

  1 project | /r/computervision | 15 Apr 2023

• How we used AI to automate stock sentiment classification

  1 project | dev.to | 21 Feb 2023
• A note from our sponsor - SaaSHub
  www.saashub.com | 10 May 2024

  SaaSHub helps you find the best software and product alternatives Learn more →

Index

Sponsored

SaaSHub - Software Alternatives and Reviews

SaaSHub helps you find the best software and product alternatives

www.saashub.com