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AI Toolkit for Healthcare Imaging
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MedicalOpenNetwork forAI
MONAI is aPyTorch-based,open-source framework for deep learning in healthcare imaging, part ofPyTorch 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 the optimized and standardized way to create and evaluate deep learning models.
The codebase is currently under active development.Please seethe technical highlights of the current milestone release.
- 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 data parallelism support.
To installthe current release:
pip install monai
To install from the source code repository:
pip install git+https://github.com/Project-MONAI/MONAI#egg=MONAI
Alternatively, pre-built Docker image is available viaDockerHub:
# with docker v19.03+docker run --gpus all --rm -ti --ipc=host projectmonai/monai:latest
For more details, please refer tothe installation guide.
MedNIST demo andMONAI for PyTorch Users are available on Colab.
Examples and notebook tutorials are located atProject-MONAI/tutorials.
Technical documentation is available atdocs.monai.io.
For guidance on making a contribution to MONAI, see thecontributing guidelines.
Join the conversation on Twitter@ProjectMONAI or join ourSlack channel.
Ask and answer questions over on thePyTorch Forums orStackOverflow. Make sure to tag @monai.
- Website:https://monai.io/
- API documentation:https://docs.monai.io
- 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
- Wiki:https://github.com/Project-MONAI/MONAI/wiki
- Test status:https://github.com/Project-MONAI/MONAI/actions
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