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Top 8 image-labeling Open-Source Projects
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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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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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coco-annotator
:pencil2: Web-based image segmentation tool for object detection, localization, and keypoints
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SaaSHub
SaaSHub - Software Alternatives and Reviews. SaaSHub helps you find the best software and product alternatives
If instead you have a cohort on hand — -i.e., you do not want to send your data to a third party for any reason, or perhaps you have energetic undergrads — -then you could alternatively consider local, open-source annotation such as CVAT and Label Studio. Finally, nowadays, you might instead work with Large Multimodal Models to have them annotate your data; more on this awkward angle later.
Project mention: Exploring Open-Source Alternatives to Landing AI for Robust MLOps | dev.to | 2023-12-13For instance, the COCO Annotator is a web-based image annotation tool tailored for the COCO dataset format, allowing collaborative labeling with features like attribute tagging and automatic segmentation. Similarly, Label Studio offers an easy-to-use interface for bounding box object labeling in images.
image-labeling related posts
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CVAT alternatives for video frame annotation
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[P] Can anyone suggest free Image annotation tool for multi labelling?
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Google ML Kit vs. Dynamsoft's SDK: Scan High Density QR Codes on Android Devices
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MLKit: Shallow comparison with Vision.
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Segmentation Maps
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How would you structure a dataset for both image counting and classification? And what would be the best approach for this task?
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How are custom (bounding box) object datasets collected in research/practice? Thinking about making an iOS app to help if this is tedious.
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A note from our sponsor - InfluxDB
www.influxdata.com | 4 May 2024
Index
What are some of the best open-source image-labeling projects? This list will help you:
Project | Stars | |
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1 | label-studio | 16,546 |
2 | awesome-data-labeling | 3,480 |
3 | mlkit | 3,339 |
4 | coco-annotator | 2,011 |
5 | bbox-visualizer | 374 |
6 | hover | 314 |
7 | image-sorter2 | 84 |
8 | Google-MLKit-Android-Apps | 40 |
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