What are helpful annotation tools (if any)

Question

What are helpful annotation tools (if any)

S van Balen

2020年7月2日 13:18

I'm looking for tools that would help me and my team annotate training sets. I work in an environment with large sets of data, some of which are un- or semi-structured. In many cases there are registration that help in finding a grounded truth. In many cases however a curated set is needed, even if it just were for evaluation. A complicating factor is that some of the data can not leave the premise.

We are looking to annotate an object detection task, but I anticipate an image segmentation task, a text classification task and a sentiment detection task in the near future.

What I'm looking for is a system that can help a group make an annotation, preferably in a way that motivates the annotators by showing group progress, relative individual progress and perhaps personal inter annotator agreement.

Topic annotation classification tools

Category Data Science

Max Tkachenko · Accepted Answer · 2020年7月2日 13:18

Label Studio is a powerful opensource with a web interface to annotate different data types. It can be audio, text, image, video, time series sources and mixes of them. The conditional and nested annotations are supported too. You write your own labeling config fitting your needs to configure the system.

Check it here: https://labelstud.io/playground

Walid · Accepted Answer · 2020年6月30日 04:26

1

Walid answered at 2020年6月30日 04:26

You could try UBIAI Annotation tool, it is pretty easy to use, has multiple annotation exports and is currently free.

iEriii · Accepted Answer · 2020年5月3日 18:29

1

iEriii answered at 2020年5月3日 18:29

I have just created a python library (GitHub --Blog post) to quickly create training data for spaCy NER models using ipywidgets.

BenP · Accepted Answer · 2019年5月2日 18:39

1

BenP answered at 2019年5月2日 18:39

I have been working with the spaCy extenstion on INCEpTION from Technische Universität Darmstadt. Seems pretty good so far.

Ahmet C. Toker · Accepted Answer · 2018年12月3日 14:41

1

Ahmet C. Toker answered at 2018年12月3日 14:41

Doccano is an open source simpler alternative to Prodigy. Its native python via Django. I found it suitable for simple implementations.

Bhanu Sharma · Accepted Answer · 2018年3月6日 11:40

1

Bhanu Sharma answered at 2018年3月6日 11:40

You can try Prodigy by explosion.ai, creators of spacy or brat an open source alternative to it. You may also refer to this post on qoura.

What are helpful annotation tools (if any)

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