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A curated list of awesome data annotation tools

License: MIT License

awesome-annotation-tools's Introduction

awesome-annotation-tools

A curated list of awesome annotation tools. Please feel free to pull requests to add links.

Text

Caution: This is based on my survey about a year ago. I will update it asap.

Supporting Tasks

Classification Sequence Labeling Seq2seq Relation Dictionary Choice
doccano ✔️ ✔️ ✔️
Prodigy ✔️ ✔️ ✔️ ✔️ ✔️
Prodigy Teams ✔️ ✔️ ✔️ ✔️ ? ✔️
tagtog ✔️ ✔️ ✔️ ✔️
LightTag ✔️ ✔️
Dataturks ✔️ ✔️ ✔️
Smart ✔️ ✔️
Universal Data Tool ✔️ ✔️ ✔️ ✔️ ? ✔️
Label Studio(OSS) ✔️ ✔️ ✔️ ✔️ ? ✔️
Label Studio(Enterprise) ✔️ ✔️ ✔️ ✔️ ? ✔️
Humanloop ✔️ ✔️ ? ✔️ ? ✔️
Snorkel Flow ✔️ ? ? ? ? ✔️
Taggle ✔️ ✔️ ? ✔️ ? ✔️
UBIAI ✔️ ✔️ ✔️ ✔️ ✔️ ?
Annotation Lab ✔️ ✔️ ✔️ ✔️ ✔️ ✔️

Supporting Active Learning or Auto Labeling

Active Learning Auto Labeling Model Training API Access
doccano ✔️
prodigy ✔️ ✔️ ✔️
Prodigy Teams ✔️ ✔️ ✔️
tagtog ✔️ ✔️ ✔️
LightTag ✔️ ✔️ ✔️
Dataturks ✔️
Smart ✔️ ✔️
Universal Data Tool
Label Studio(OSS) ✔️ ✔️ ?
Label Studio(Enterprise) ✔️ ✔️ ? ?
Humanloop ✔️ ✔️ ✔️ ?
Snorkel Flow ✔️ ✔️ ✔️ ?
Taggle ✔️ ✔️ ? ?
UBIAI ? ✔️ ✔️ ?
Annotation Lab ✔️ ✔️ ✔️ ✔️

Price and other

Price range(12 month) Customizable On-premise support Collaboration OSS Quality Control (e.g. benchmarking, IRR/IAA)
doccano $0 ✔️ ✔️ ✔️ ✔️
Prodigy $390-$10,000 ✔️
Prodigy Team ? ✔️ ✔️
tagtog $0-$12,000 ✔️ ✔️
LightTag $1,200 ✔️ ✔️ ✔️
Dataturks $0-3,600 ✔️ ✔️ ✔️
Smart $0 ✔️ ✔️ ✔️ ✔️ IRR
Universal Data Tool $0 ✔️ ✔️ ✔️ ✔️ Course/Benchmarking
Label Studio(OSS) $0 ✔️ ✔️ ✔️
Label Studio(Enterprise) ? ✔️ ✔️ ✔️
Humanloop $0 - $999 ? ✔️ ✔️
Snorkel Flow ? ? ? ✔️
Taggle ? ? ? ✔️
UBIAI $0 - $1000 ✔️ ? ✔️ IAA
Annotation Lab Free ✔️ ✔️ ✔️ Analytics & IAA

Contribution

Welcome to the Pull Requests!

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