doccano / Awesome Annotation Tools
Licence: mit
A curated list of awesome data annotation tools
Stars: ✭ 54
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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 | ✔️ | ✔️ | ? | ✔️ | ? | ✔️ |
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 | ✔️ | ✔️ | ? | ? |
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 | ? | ? | ? | ✔️ |
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