index.rst

github_url:	https://github.com/Project-MONAI/MONAI

Project MONAI

Medical Open Network for AI

MONAI is a PyTorch-based, open-source framework for deep learning in healthcare imaging, part of the PyTorch Ecosystem.

Its ambitions are:

• developing a community of academic, industrial and clinical researchers collaborating on a common foundation;
• creating state-of-the-art, end-to-end training workflows for healthcare imaging;
• providing researchers with an optimized and standardized way to create and evaluate deep learning models.

Features

• flexible pre-processing for multi-dimensional medical imaging data;
• compositional & portable APIs for ease of integration in existing workflows;
• domain-specific implementations for networks, losses, evaluation metrics and more;
• customizable design for varying user expertise;
• multi-GPU multi-node data parallelism support.

Getting started

MedNIST demo and MONAI for PyTorch Users are available on Colab.

Examples and notebook tutorials are located at Project-MONAI/tutorials.

Technical documentation is available at docs.monai.io.

.. toctree::
   :maxdepth: 1
   :caption: Feature highlights

   whatsnew
   highlights.md

.. toctree::
   :maxdepth: 1
   :caption: API Reference

   api

.. toctree::
  :maxdepth: 1
  :caption: Installation

  installation

.. toctree::
  :maxdepth: 1
  :caption: Precision and Accelerating

  precision_accelerating

.. toctree::
  :maxdepth: 1
  :caption: Contributing

  contrib

.. toctree::
  :maxdepth: 1
  :caption: Specifications

  bundle_intro
  lazy_resampling

Model Zoo

The MONAI Model Zoo is a place for researchers and data scientists to share the latest and great models from the community. Utilizing the MONAI Bundle format makes it easy to get started building workflows with MONAI.

Links

• Website: https://monai.io/
• API documentation (milestone): https://docs.monai.io/
• API documentation (latest dev): https://docs.monai.io/en/latest/
• Code: https://github.com/Project-MONAI/MONAI
• Project tracker: https://github.com/Project-MONAI/MONAI/projects
• Issue tracker: https://github.com/Project-MONAI/MONAI/issues
• Changelog: https://github.com/Project-MONAI/MONAI/blob/dev/CHANGELOG.md
• Wiki: https://github.com/Project-MONAI/MONAI/wiki
• FAQ: https://github.com/Project-MONAI/MONAI/wiki/Frequently-asked-questions-and-answers
• Test status: https://github.com/Project-MONAI/MONAI/actions
• PyPI package: https://pypi.org/project/monai/
• conda-forge: https://anaconda.org/conda-forge/monai
• Weekly previews: https://pypi.org/project/monai-weekly/
• Docker Hub: https://hub.docker.com/r/projectmonai/monai

Indices and tables

• :ref:`genindex`
• :ref:`modindex`