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Top 14 Coco Open-Source Projects
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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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datumaro
Dataset Management Framework, a Python library and a CLI tool to build, analyze and manage Computer Vision datasets.
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SaaSHub
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labelme2coco
A lightweight package for converting your labelme annotations into COCO object detection format.
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SemanticSegmentation
A framework for training segmentation models in pytorch on labelme annotations with pretrained examples of skin, cat, and pizza topping segmentation
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GeoCOCO
Tool for converting GIS annotations to Microsoft's Common Objects In Context (COCO) datasets
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You can always slice the images into smaller ones, run detection on each tile, and combine results. Supervision has a utility for this - https://supervision.roboflow.com/latest/detection/tools/infe..., but it only works with detections. You can get a much more accurate result this way. Here is some side-by-side comparison: https://github.com/roboflow/supervision/releases/tag/0.14.0.
An alternative to this is to leverage existing object detection, apply the model to patches or slices of fixed size in our image, and then stitch the results together. This is the idea behind Slicing-Aided Hyper Inference!
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.
Project mention: GeoCOCO: Transform GIS annotations into COCO datasets for use in deep learning | news.ycombinator.com | 2023-09-21
Coco related posts
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[D] Labeling tool runs locally on my machine, but there is an option for creating multiple users?
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Does anyone knows any free annotation tool for keypoints in coco format
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Detectron2: No instances in prediction
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How to convert properly annotations to a mask image?
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Using properly the API
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A note from our sponsor - SaaSHub
www.saashub.com | 10 May 2024
Index
What are some of the best open-source Coco projects? This list will help you:
Project | Stars | |
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1 | supervision | 14,112 |
2 | sahi | 3,593 |
3 | coco-annotator | 2,015 |
4 | OneFormer | 1,342 |
5 | pycococreator | 762 |
6 | datumaro | 486 |
7 | GCVit | 414 |
8 | labelme2coco | 248 |
9 | label-studio-converter | 236 |
10 | cocosplit | 235 |
11 | SemanticSegmentation | 167 |
12 | coco-viewer | 164 |
13 | cocojson | 25 |
14 | GeoCOCO | 4 |
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