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Top 21 Python Annotation Projects
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labelme
Image Polygonal Annotation with Python (polygon, rectangle, circle, line, point and image-level flag annotation).
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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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WorkOS
The modern identity platform for B2B SaaS. The APIs are flexible and easy-to-use, supporting authentication, user identity, and complex enterprise features like SSO and SCIM provisioning.
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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.
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InfluxDB
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.
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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: Launch HN: Encord (YC W21) – Unit testing for computer vision models | news.ycombinator.com | 2024-01-31We base our pricing on your user and consumption scale and would be happy to discuss this with you directly. Please feel free to explore the OS version of Active at https://github.com/encord-team/encord-active. Note that some features, such as natural language search using GPU accelerated APIs, are not included in the cloud version.
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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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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.
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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!
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SaaSHub
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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 - SaaSHub
www.saashub.com | 17 Apr 2024
Index
What are some of the best open-source Annotation projects in Python? This list will help you:
Project | Stars | |
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1 | labelme | 12,257 |
2 | cleanlab | 8,387 |
3 | diffgram | 1,790 |
4 | entity-recognition-datasets | 1,431 |
5 | refinery | 1,358 |
6 | projects | 1,243 |
7 | eggnog-mapper | 524 |
8 | mypy_boto3_builder | 482 |
9 | Encord Active | 420 |
10 | bbox-visualizer | 372 |
11 | remarks | 331 |
12 | spectree | 303 |
13 | kobuddy | 128 |
14 | pandas-stubs | 117 |
15 | gum | 85 |
16 | infer-types | 73 |
17 | YOLO-Coco-Dataset-Custom-Classes-Extractor | 23 |
18 | pdf-highlights | 22 |
19 | cocojson | 21 |
20 | valdec | 13 |
21 | astypes | 6 |