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Top 23 Python Annotation Projects
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labelImg
LabelImg is now part of the Label Studio community. The popular image annotation tool created by Tzutalin is no longer actively being developed, but you can check out Label Studio, the open source data labeling tool for images, text, hypertext, audio, video and time-series data.
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label-studio
Label Studio is a multi-type data labeling and annotation tool with standardized output format
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Onboard AI
Learn any GitHub repo in 59 seconds. Onboard AI learns any GitHub repo in minutes and lets you chat with it to locate functionality, understand different parts, and generate new code. Use it for free at www.getonboard.dev.
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labelme
Image Polygonal Annotation with Python (polygon, rectangle, circle, line, point and image-level flag annotation).
Project mention: labelme VS anylabeling - a user suggested alternative | libhunt.com/r/labelme | 2023-04-15 -
cleanlab
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 | 2023-11-05We 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.
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diffgram
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.
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entity-recognition-datasets
A collection of corpora for named entity recognition (NER) and entity recognition tasks. These annotated datasets cover a variety of languages, domains and entity types.
There is of course the list at https://github.com/juand-r/entity-recognition-datasets, but all of the recent English datasets cover other domains of English, such as the music NER, space NER, etc. All interesting things, but not 2020s English newswire.
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refinery
The data scientist's open-source choice to scale, assess and maintain natural language data. Treat training data like a software artifact.
Project mention: [P] We are building a curated list of open source tooling for data-centric AI workflows, looking for contributions. | /r/MachineLearning | 2023-03-03You definitely forgot https://www.kern.ai/ :)
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InfluxDB
Collect and Analyze Billions of Data Points in Real Time. Manage all types of time series data in a single, purpose-built database. Run at any scale in any environment in the cloud, on-premises, or at the edge.
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Project mention: Identify custom labels as well as existing labels with Spacy v3 | /r/LanguageTechnology | 2023-03-12
When I was doing the same task, I used their `spacy project` command-line interface and extended their `ner_drugs` project, made things pretty easy. https://spacy.io/usage/projects https://github.com/explosion/projects/tree/v3/tutorials/ner_drugs
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mypy_boto3_builder
Type annotations builder for boto3 compatible with VSCode, PyCharm, Emacs, Sublime Text, pyright and mypy.
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Encord Active
Open source active learning toolkit to find failure modes in your computer vision models, prioritize data to label next, and drive data curation to improve model performance.
Project mention: We tried injecting hallucinogenics into vision models | news.ycombinator.com | 2023-11-30 -
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remarks
Extract annotations (highlights and scribbles) from PDF, EPUB, and notebooks marked with reMarkable tablets. Export to Markdown, PDF, PNG, SVG
Project mention: How is the PDF reading experience after 3.4 update? | /r/RemarkableTablet | 2023-06-08In reMarkable's stock output, highlighted text is not textured with PDF annotations, and so its highlights are not readable by any PDF client. You would still need to use third-party software for that. The only two I know of are RCU and remarks.
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See Spectree for 1-4 for Flask, Flask also allows async if not see Quart and Quart-Schema. 6. It is not faster than Flask for production apps - only micro benchmarks.
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You can also install on your computer https://github.com/karlicoss/kobuddy which will do backups for you instead of Calibre.
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CC BY SA 3.0: https://github.com/amir-zeldes/gum/blob/master/LICENSE.txt
I didn't know about that project, that's really cool! I'd be curious to know whether the person who devised this scheme was aware of structured meaning representations (UCCA, AMR, ...), and if so, why they chose to create a new meaning representation. Maybe the goals of the project and/or the constraints of Wikidata necessitated this.
Anyway, GUM (and its sister corpus EWT) does have a lot of parsed permissively-licensed text, so whoever's in charge should definitely consider using them. (Amir, the maintainer, is also super friendly and would respond to an email.)
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infer-types
A CLI tool to automatically add type annotations into Python code. Must have tool for annotating existing code.
Project mention: infer-types: A CLI tool to automatically add type annotations into Python code. Must have tool for annotating existing code. | /r/coding | 2023-02-07 -
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YOLO-Coco-Dataset-Custom-Classes-Extractor
Get specific classes from the Coco Dataset with annotations for the Yolo Object Detection model for building custom object detection models.
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astypes
Python library to infer types for AST nodes. Make the most powerful Python linters and formatters!
Project mention: astypes: Python library to infer types for AST nodes. Make the most powerful Python linters and formatters! | /r/coding | 2022-12-12 -
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NOTE:
The open source projects on this list are ordered by number of github stars.
The number of mentions indicates repo mentiontions in the last 12 Months or
since we started tracking (Dec 2020).
The latest post mention was on 2023-11-30.
Python Annotations related posts
- Évariste Galois
- labelImg: NEW Data - star count:20925.0
- labelImg: NEW Data - star count:20925.0
- labelImg: NEW Data - star count:20925.0
- labelImg: NEW Data - star count:20925.0
- labelImg: NEW Data - star count:20925.0
- labelImg: NEW Data - star count:20925.0
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A note from our sponsor - #<SponsorshipServiceOld:0x00007f0fa16726b0>
www.saashub.com | 3 Dec 2023
Index
What are some of the best open-source Annotation projects in Python? This list will help you:
| Project | Stars | |
|---|---|---|
| 1 | labelImg | 21,043 |
| 2 | label-studio | 14,871 |
| 3 | labelme | 11,436 |
| 4 | cleanlab | 7,268 |
| 5 | diffgram | 1,757 |
| 6 | entity-recognition-datasets | 1,410 |
| 7 | refinery | 1,279 |
| 8 | projects | 1,183 |
| 9 | eggnog-mapper | 489 |
| 10 | mypy_boto3_builder | 437 |
| 11 | Encord Active | 378 |
| 12 | bbox-visualizer | 358 |
| 13 | remarks | 313 |
| 14 | spectree | 294 |
| 15 | pandas-stubs | 117 |
| 16 | kobuddy | 116 |
| 17 | gum | 77 |
| 18 | infer-types | 66 |
| 19 | pdf-highlights | 23 |
| 20 | YOLO-Coco-Dataset-Custom-Classes-Extractor | 23 |
| 21 | cocojson | 17 |
| 22 | valdec | 12 |
| 23 | astypes | 6 |
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