Detectron2

Detectron2 是一个用于物体检测、分割和其他视觉识别任务的平台。「Detectron2 is a platform for object detection, segmentation and other visual recognition tasks.」

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Detectron2 is Facebook AI Research's next generation library
that provides state-of-the-art detection and segmentation algorithms.
It is the successor of
Detectron
and maskrcnn-benchmark.
It supports a number of computer vision research projects and production applications in Facebook.

Learn More about Detectron2

  • Includes new capabilities such as panoptic segmentation, Densepose, Cascade R-CNN, rotated bounding boxes, PointRend,
    DeepLab, ViTDet, MViTv2 etc.
  • Used as a library to support building research projects on top of it.
  • Models can be exported to TorchScript format or Caffe2 format for deployment.
  • It trains much faster.

See our blog post
to see more demos.
See this interview to learn more about the stories behind detectron2.

Installation

See installation instructions.

Getting Started

See Getting Started with Detectron2,
and the Colab Notebook
to learn about basic usage.

Learn more at our documentation.
And see projects/ for some projects that are built on top of detectron2.

Model Zoo and Baselines

We provide a large set of baseline results and trained models available for download in the Detectron2 Model Zoo.

License

Detectron2 is released under the Apache 2.0 license.

Citing Detectron2

If you use Detectron2 in your research or wish to refer to the baseline results published in the Model Zoo, please use the following BibTeX entry.

@misc{wu2019detectron2,
  author =       {Yuxin Wu and Alexander Kirillov and Francisco Massa and
                  Wan-Yen Lo and Ross Girshick},
  title =        {Detectron2},
  howpublished = {\url{https://github.com/facebookresearch/detectron2}},
  year =         {2019}
}

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Overview
Name With Ownerfacebookresearch/detectron2
Primary LanguagePython
Program languageShell (Language Count: 6)
Platform
License:Apache License 2.0
所有者活动
Created At2019-09-05 21:30:20
Pushed At2025-04-24 21:47:42
Last Commit At
Release Count11
Last Release Namev0.6 (Posted on )
First Release Namev0.1 (Posted on )
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Stargazers Count31.9k
Watchers Count391
Fork Count7.6k
Commits Count1.5k
Has Issues Enabled
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Issue Open Count462
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Pull Requests Open Count105
Pull Requests Close Count599
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