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Effortless data labeling with AI support from Segment Anything and other awesome models.

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CVHub520/X-AnyLabeling

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Segment Anything 2.1

Open Vision

Interactive Visual-Text Prompting for Generic Vision Tasks

Tracking by HBB Detection Tracking by OBB Detection
Tracking by Instance Segmentation Tracking by Pose Estimation

🥳 What's New

  • Support GeCo zero-shot counting model
  • For more details, please refer to the Changelog

X-AnyLabeling

X-AnyLabeling is a powerful annotation tool that integrates an AI engine for fast and automatic labeling. It’s designed for visual data engineers, offering industrial-grade solutions for complex tasks.

Features

  • Processes both images and videos.
  • Accelerates inference with GPU support.
  • Allows custom models and secondary development.
  • Supports one-click inference for all images in the current task.
  • Enable import/export for formats like COCO, VOC, YOLO, DOTA, MOT, MASK, PPOCR.
  • Handles tasks like classification, detection, segmentation, caption, rotation, tracking, estimation, ocr and so on.
  • Supports diverse annotation styles: polygons, rectangles, rotated boxes, circles, lines, points, and annotations for text detection, recognition, and KIE.

Model library

Object Detection SOD with SAHI Facial Landmark Detection Pose Estimation
Lane Detection OCR MOT Instance Segmentation
Tagging Grounding Recognition Rotation
Segment Anything BC-SAM Skin-SAM Polyp-SAM

For more details, please refer to 👉 model_zoo 👈

Docs

  1. Installation & Quickstart
  2. Usage
  3. Customize a model

Examples

Contact

If you find this project helpful, please give it a ⭐star⭐, and for any questions or issues, feel free to create an issue or email cv_hub@163.com.

License

This project is released under the GPL-3.0 license.

Acknowledgement

I extend my heartfelt thanks to the developers and contributors of AnyLabeling, LabelMe, LabelImg, roLabelImg, PPOCRLabel and CVAT, whose work has been crucial to the success of this project.

Citing

If you use this software in your research, please cite it as below:

@misc{X-AnyLabeling,
  year = {2023},
  author = {Wei Wang},
  publisher = {Github},
  organization = {CVHub},
  journal = {Github repository},
  title = {Advanced Auto Labeling Solution with Added Features},
  howpublished = {\url{https://github.com/CVHub520/X-AnyLabeling}}
}