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OpenMMLab builds the most influential open-source computer vision algorithm system in the deep learning era. It aims to

  • provide high-quality libraries to reduce the difficulties in algorithm reimplementation
  • create efficient deployment toolchains targeting a variety of backends and devices
  • build a solid foundation for computer vision research and development
  • bridge the gap between academic research and industrial applications with full-stack toolchains

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Based on PyTorch, OpenMMLab develops MMEngine to provide universal training and evaluation engine, and MMCV to provide neural network operators and data transforms, which serves as a foundation of the whole project. Since the initial release in October 2018, OpenMMLab has released 30+ vision libraries, has implemented 300+ algorithms, and contains 2000+ pre-trained models.

Check our tutorials videos (in Chinese) to get started.

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  1. mmdetection mmdetection Public

    OpenMMLab Detection Toolbox and Benchmark

    Python 29.6k 9.5k

  2. mmsegmentation mmsegmentation Public

    OpenMMLab Semantic Segmentation Toolbox and Benchmark.

    Python 8.3k 2.6k

  3. mmdeploy mmdeploy Public

    OpenMMLab Model Deployment Framework

    Python 2.8k 634

  4. mmagic mmagic Public

    OpenMMLab Multimodal Advanced, Generative, and Intelligent Creation Toolbox. Unlock the magic 🪄: Generative-AI (AIGC), easy-to-use APIs, awsome model zoo, diffusion models, for text-to-image genera…

    Jupyter Notebook 6.9k 1.1k

  5. mmpose mmpose Public

    OpenMMLab Pose Estimation Toolbox and Benchmark.

    Python 5.8k 1.2k

  6. mmengine mmengine Public

    OpenMMLab Foundational Library for Training Deep Learning Models

    Python 1.2k 356

Repositories

Showing 10 of 53 repositories
  • mmhuman3d Public

    OpenMMLab 3D Human Parametric Model Toolbox and Benchmark

    open-mmlab/mmhuman3d’s past year of commit activity
    Python 1,234 Apache-2.0 136 112 20 Updated Nov 8, 2024
  • mmengine Public

    OpenMMLab Foundational Library for Training Deep Learning Models

    open-mmlab/mmengine’s past year of commit activity
    Python 1,175 Apache-2.0 357 151 (1 issue needs help) 69 Updated Nov 6, 2024
  • labelbee Public

    LabelBee is an annotation Library

    open-mmlab/labelbee’s past year of commit activity
    TypeScript 254 Apache-2.0 60 4 4 Updated Nov 6, 2024
  • mmcv Public

    OpenMMLab Computer Vision Foundation

    open-mmlab/mmcv’s past year of commit activity
    Python 5,895 Apache-2.0 1,649 294 110 Updated Nov 4, 2024
  • mmpretrain Public

    OpenMMLab Pre-training Toolbox and Benchmark

    open-mmlab/mmpretrain’s past year of commit activity
    Python 3,443 Apache-2.0 1,065 196 (3 issues need help) 68 Updated Nov 1, 2024
  • Amphion Public

    Amphion (/æmˈfaɪən/) is a toolkit for Audio, Music, and Speech Generation. Its purpose is to support reproducible research and help junior researchers and engineers get started in the field of audio, music, and speech generation research and development.

    open-mmlab/Amphion’s past year of commit activity
    Jupyter Notebook 7,414 MIT 550 61 18 Updated Nov 1, 2024
  • mmdeploy Public

    OpenMMLab Model Deployment Framework

    open-mmlab/mmdeploy’s past year of commit activity
    Python 2,766 Apache-2.0 634 354 (1 issue needs help) 35 Updated Sep 29, 2024
  • mmrotate Public

    OpenMMLab Rotated Object Detection Toolbox and Benchmark

    open-mmlab/mmrotate’s past year of commit activity
    Python 1,875 Apache-2.0 556 249 (3 issues need help) 35 Updated Sep 28, 2024
  • StyleShot Public

    StyleShot: A SnapShot on Any Style. 一款可以迁移任意风格到任意内容的模型,无需针对图片微调,即能生成高质量的个性风格化图片!

    open-mmlab/StyleShot’s past year of commit activity
    Python 257 MIT 16 15 1 Updated Sep 9, 2024
  • PowerPaint Public

    [ECCV 2024] PowerPaint, a versatile image inpainting model that supports text-guided object inpainting, object removal, image outpainting and shape-guided object inpainting with only a single model. 一个高质量多功能的图像修补模型,可以同时支持插入物体、移除物体、图像扩展、形状可控的物体生成,只需要一个模型

    open-mmlab/PowerPaint’s past year of commit activity
    Python 643 MIT 41 21 (5 issues need help) 0 Updated Sep 8, 2024