8000 GitHub - CVHub520/X-AnyLabeling: Effortless data labeling with AI support from Segment Anything and other awesome models.
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Repository files navigation

annotation.mp4
YOLOE.mp4
Text/Visual Prompting and Prompt-free for Detection & Segmentation

Detect Anything

Segment Anything

Chatbot

๐Ÿฅณ What's New

  • Add real-time preview dialog for image matting and depth estimation results
  • Support RMBG v2.0 model for image matting
  • Bump version to 3.0.3
  • 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 multi-modal 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, VLM-R1.
  • 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

Task Category Supported Models
๐Ÿ–ผ๏ธ Image Classification YOLOv5-Cls, YOLOv8-Cls, YOLO11-Cls, InternImage, PULC
๐ŸŽฏ Object Detection YOLOv5/6/7/8/9/10, YOLO11/12, YOLOX, YOLO-NAS, D-FINE, DAMO-YOLO, Gold_YOLO, RT-DETR, RF-DETR
๐Ÿ–Œ๏ธ Instance Segmentation YOLOv5-Seg, YOLOv8-Seg, YOLO11-Seg, Hyper-YOLO-Seg
๐Ÿƒ Pose Estimation YOLOv8-Pose, YOLO11-Pose, DWPose, RTMO
๐Ÿ‘ฃ Tracking Bot-SORT, ByteTrack
๐Ÿ”„ Rotated Object Detection YOLOv5-Obb, YOLOv8-Obb, YOLO11-Obb
๐Ÿ“ Depth Estimation Depth Anything
๐Ÿงฉ Segment Anything SAM, SAM-HQ, SAM-Med2D, EdgeSAM, EfficientViT-SAM, MobileSAM,
โœ‚๏ธ Image Matting RMBG 1.4/2.0
๐Ÿ’ก Proposal UPN
๐Ÿท๏ธ Tagging RAM, RAM++
๐Ÿ“„ OCR PP-OCR
๐Ÿ—ฃ๏ธ VLM Florence2
๐Ÿ›ฃ๏ธ Land Detection CLRNet
๐Ÿ“ Grounding CountGD, GeCO, Grunding DINO, YOLO-World, YOLOE
๐Ÿ“š Other ๐Ÿ‘‰ model_zoo ๐Ÿ‘ˆ

Docs

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

Examples

Contribute

We believe in open collaboration! Xโ€‘AnyLabeling continues to grow with the support of the community. Whether you're fixing bugs, improving documentation, or adding new features, your contributions make a real impact.

To get started, please read our Contributing Guide and make sure to agree to the Contributor License Agreement (CLA) before submitting a pull request.

If you find this project helpful, please consider giving it a โญ๏ธ star! Have questions or suggestions? Open an issue or email us at cv_hub@163.com.

A huge thank you ๐Ÿ™ to everyone helping to make Xโ€‘AnyLabeling better.

License

This project is licensed under the GPL-3.0 license and is only free to use for personal non-commercial purposes. For academic, research, or educational use, it is also free but requires registration via this form here. If you intend to use this project for commercial purposes or within a company, please contact cv_hub@163.com to obtain a commercial 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}}
}
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