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<!DOCTYPE html>
<html lang="en" style="scroll-behavior: smooth;">
<head>
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<script async src="https://www.googletagmanager.com/gtag/js?id=G-QVGBCPFPJ6"></script>
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<meta name="description" content="MONAI is a freely available, community-supported, PyTorch-based framework for deep learning in healthcare imaging.">
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<div class="navigation top-0 left-0 w-full z-30 duration-300">
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<div class="collapse navbar-collapse hidden lg:block duration-300 shadow absolute top-100 left-0 mt-full bg-white z-20 px-5 w-full lg:static lg:bg-transparent lg:shadow-none">
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<li class="nav-item relative">
<a class="page-scroll active" href="index.html">Home</a>
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<button class="page-scroll" @click="one = true">Frameworks <span class="chevron"></span></button>
<div class="absolute w-52 top-0 z-50 w-screen max-w-xs p-2 mx-0 my-12 text-gray-800 border-2 border-brand-light transform bg-white rounded shadow lg:left-1/2 lg:-translate-x-1/2" x-show.transition.in.opacity.out.opacity="one" @click.away="one = false"
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<div class="flex flex-col space-y-1 font-medium text-gray-800">
<a href="label.html" class="px-3 py-2 transition rounded hover:bg-gray-200 hover:text-primary"> MONAI Label </a>
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<a href="https://docs.monai.io/projects/label/en/latest/index.html" target="_blank" class="px-3 py-2 transition rounded hover:bg-gray-200 hover:text-primary"> MONAI Label Docs</a>
<a href="https://docs.monai.io/en/stable/" target="_blank" class="px-3 py-2 transition rounded hover:bg-gray-200 hover:text-primary"> MONAI Core Docs</a>
<a href="https://docs.monai.io/projects/monai-deploy-app-sdk/en/latest/" target="_blank" class="px-3 py-2 transition rounded hover:bg-gray-200 hover:text-primary"> MONAI Deploy Docs </a>
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<button class="page-scroll" @click="three = true">Resources <span class="chevron"></span></button>
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<a href="about.html" class="px-3 py-2 transition rounded hover:bg-gray-200 hover:text-primary">About Us</a>
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<a href="https://medium.com/@monai" target="_blank" class="px-3 py-2 transition rounded hover:bg-gray-200 hover:text-primary">Blog</a>
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<a class="page-scroll" href="model-zoo.html">Model Zoo</a>
</li>
<li class="nav-item relative">
<a class="page-scroll" target="_blank" href="https://github.com/Project-MONAI">GitHub</a>
</li>
</ul>
</div>
</nav>
</div>
</div>
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</header>
<!-- Header Area wrapper End -->
<!-- Hero Area Start -->
<section id="hero-area" class="relative pb-10 bg-hero-ball bg-center bg-no-repeat">
<div class="container z-20">
<div class="flex justify-center relative">
<div class="w-full text-center">
<div class="mt-20 text-center wow fadeInUp" data-wow-delay=".4s">
<img class="img-fluid mx-auto h-28" src="assets/img/MONAI-logo_color_full.png" alt="">
</div>
<h2 class="text-3xl font-bold leading-snug text-gray-700 mt-4 wow fadeInUp" data-wow-delay=".2s">Medical Open Network
<br> for Artificial Intelligence</h2>
</div>
</div>
<div class="flex flex-wrap justify-center wow fadeInUp mt-4 mb-4" data-wow-delay=".8s">
<a class="brand-btn-white" target="_blank" href="https://docs.monai.io/en/stable/whatsnew.html">Core</a>
<a class="brand-btn-white" target="_blank" href="https://docs.monai.io/projects/label/en/latest/whatsnew.html">Label</a>
<a class="brand-btn-white" target="_blank" href="https://docs.monai.io/projects/monai-deploy-app-sdk/en/stable/release_notes/index.html">Deploy App SDK</a>
</div>
</div>
<img class="hero-image h-96" src="assets/img/hero_illustration.png" />
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<span id="myTargetElement" class="text-brand-primary text-2xl p-4 text-center mx-auto mb-8 rounded-md bg-neutral-purewhite/50"></span>
</div>
</section>
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<!-- MONAI is Section Start -->
<section id="services" class="py-24 bg-brand-light">
<div class="container grid grid-cols-1 lg:grid-cols-2">
<div class=" wow fadeInDown lg:sticky lg:top-8 lg:h-2/5" data-wow-delay="0.1s">
<h2 class="section-heading">Project MONAI is</h2>
<p class="pr-5 lg:pr-20 xl:pr-40 pb-8">
a set of open-source, freely available collaborative frameworks built for accelerating research and clinical collaboration in Medical Imaging. The goal is to accelerate the pace of innovation and clinical translation by building a robust software framework
that benefits nearly every level of medical imaging, deep learning research, and deployment.
</p>
</div>
<div class="grid grid-cols-1 grid-rows-6 gap-y-4 items-stretch">
<!-- Services item -->
<div class="grid grid-cols-5 col-span-5 gap-x-2 items-center bg-white p-4 wow slideInRight" data-wow-delay="0.1s">
<div class="col-span-1 items-center justify-center justify-self-center w-20 h-20 bg-gray-200 rounded-full hidden sm:flex">
<img class="w-1/2" src="assets/img/open_source_icon.png">
</div>
<div class="col-span-5 sm:col-span-4">
<h3 class="text-brand code">Open Source Design</h3>
<p class="text-gray-600 code">Project MONAI is an open-source project. It is built on top of PyTorch and is released under the Apache 2.0 license.</p>
</div>
</div>
<!-- Services item -->
<div class="grid grid-cols-5 col-span-5 gap-x-2 items-center bg-white p-4 wow slideInRight" data-wow-delay="0.2s">
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<img class="w-1/2" src="assets/img/standardized_icon.png">
</div>
<div class="col-span-5 sm:col-span-4">
<h3 class="text-brand code">Standardized</h3>
<p class="text-gray-600 code">Aiming to capture best practices of AI development for healthcare researchers, with an immediate focus on medical imaging.</p>
</div>
</div>
<!-- Services item -->
<div class="grid grid-cols-5 col-span-5 gap-x-2 items-center bg-white p-4 wow slideInRight" data-wow-delay="0.3s">
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<img class="w-1/2" src="assets/img/user_friendly_icon.png">
</div>
<div class="col-span-5 sm:col-span-4">
<h3 class="text-brand code">User Friendly</h3>
<p class="text-gray-600 code">Providing user-comprehensible error messages and easy to program API interfaces.</p>
</div>
</div>
<!-- Services item -->
<div class="grid grid-cols-5 col-span-5 gap-x-2 items-center bg-white p-4 wow slideInRight" data-wow-delay="0.4s">
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<img class="w-1/2" src="assets/img/reproducible_icon.png">
</div>
<div class="col-span-5 sm:col-span-4">
<h3 class="text-brand code">Reproducible</h3>
<p class="text-gray-600 code">Provides reproducibility of research experiments for comparisons against state-of-the-art implementations.</p>
</div>
</div>
<!-- Services item -->
<div class="grid grid-cols-5 col-span-5 gap-x-2 items-center bg-white p-4 wow slideInRight" data-wow-delay="0.5s">
<div class="col-span-1 items-center justify-center justify-self-center w-20 h-20 bg-gray-200 rounded-full hidden sm:flex">
<img class="w-1/2" src="assets/img/easy_integration_icon.png">
</div>
<div class="col-span-5 sm:col-span-4">
<h3 class="text-brand code">Easy Integration</h3>
<p class="text-gray-600 code">Designed to be compatible with existing efforts and ease of 3rd party integration for various components.</p>
</div>
</div>
<!-- Services item -->
<div class="grid grid-cols-5 col-span-5 gap-x-2 items-center bg-white p-4 wow slideInRight" data-wow-delay="0.6s">
<div class="col-span-1 items-center justify-center justify-self-center w-20 h-20 bg-gray-200 rounded-full hidden sm:flex">
<img class="w-1/2" src="assets/img/high_quality_icon.png">
</div>
<div class="col-span-5 sm:col-span-4">
<h3 class="text-brand code">High Quality</h3>
<p class="text-gray-600 code">Delivering high-quality software with enterprise-grade development, tutorials for getting started and robust validation & documentation.</p>
</div>
</div>
</div>
</section>
<!-- MONAI is Section End -->
<!-- AI Lifecycle Section Start -->
<section id="feature" class="py-24">
<h2 class="mb-8 section-heading sm:section-heading-long text-center wow fadeInUp" data-wow-delay=".2s">Medical AI LifeCycle</h2>
<div class="container">
<p class="m-auto mt-8 mb-12 text-xl text-center wow fadeInUp" data-wow-delay=".2s">
When dealing with Medical AI, it's important to have tools that cover the end-to-end workflow. Project MONAI provides those tools for the entire Medical AI Model development workflow, from Research to Clinical Production.
</p>
<div class="grid grid-cols-1 lg:grid-cols-3">
<div class="grid grid-rows-12 wow slideInRight p-12 border-neutral-gray2 lg:border-r-2" data-wow-delay=".2s">
<h2 class="text-3xl text-gray-700 font-bold"><span class='text-brand'>01. </span> MONAI Label</h2>
<div class="aspect-w-3 aspect-h-2">
<img class="object-contain" src="assets/img/labeling.png">
</div>
<div>
<p>MONAI Label is an intelligent image labeling and learning tool that uses AI assistance to reduce the time and effort of annotating new datasets. By utilizing user interactions, MONAI Label trains an AI model for a specific task and continuously
learns and updates that model as it receives additional annotated images.</p>
</div>
<div class='text-center sm:text-left lg:text-center pt-8'>
<a class="brand-btn " href="label.html" target="_blank">Learn More</a>
</div>
</div>
<div class="grid grid-rows-12 wow slideInRight p-12 border-neutral-gray2 lg:border-r-2" data-wow-delay=".3s">
<h2 class="text-3xl text-gray-700 font-bold"><span class='text-brand'>02. </span> MONAI Core</h2>
<div class="aspect-w-3 aspect-h-2">
<img class="object-contain" src="assets/img/training.png">
</div>
<div>
<p>MONAI Core is the flagship library of Project MONAI and provides domain-specific capabilities for training AI models for healthcare imaging. These capabilities include medical-specific image transforms, state-of-the-art transformer-based
3D Segmentation algorithms like UNETR, and an AutoML framework named DiNTS.
</p>
</div>
<div class='text-center sm:text-left lg:text-center pt-8'>
<a class="brand-btn " href="core.html" target="_blank">Learn More</a>
</div>
</div>
<div class="grid grid-rows-12 wow slideInRight p-12" data-wow-delay=".4s">
<h2 class="text-3xl text-gray-700 font-bold"><span class='text-brand'>03. </span> MONAI Deploy</h2>
<div class="aspect-w-3 aspect-h-2">
<img class="object-contain" src="assets/img/deployment.png">
</div>
<div>
<p>MONAI Deploy aims to become the de-facto standard for developing packaging, testing, deploying, and running medical AI applications in clinical production. MONAI Deploy creates a set of intermediate steps where researchers and physicians
can build confidence in the techniques and approaches used with AI — allowing for an iterative workflow.
</div>
<div class='text-center sm:text-left lg:text-center pt-8'>
<a class="brand-btn " href="deploy.html" target="_blank">Learn More</a>
</div>
</div>
</div>
</div>
</section>
<!-- AI Lifecycle Section End -->
<!-- Contributors Section Start -->
<section id="contributors" class="py-24 bg-brand-light">
<div class="container">
<div class="grid space-y-4">
<div>
<h2 class="section-heading wow fadeInUp" data-wow-delay=".3s">Contributors</h2>
<div class="grid wow fadeInUp" data-wow-delay=".3s">
<p>Over the last three years our community has expanded rapidly! But it takes a community to build out the success of Project MONAI, which is why we want to highlight contributing organizations. Below, you’ll find contributors organizations who have
dedicated resources to actively contributing back to Project MONAI. </p>
<div class="pt-8">
<a class="brand-btn" href="https://github.com/Project-MONAI/MONAI/blob/master/CONTRIBUTING.md" target="_blank">Join Project MONAI</a>
</div>
</div>
</div>
<div class="grid grid-cols-2 sm:grid-cols-4 lg:grid-cols-6 place-items-center wow fadeIn" data-wow-delay="0.6s">
<div class='p-8 lg:p-4 aspect-square'><img class='object-contain' src='assets/img/answerdigital_logo.png'></div>
<div class='p-8 lg:p-4 aspect-square'><img class='object-contain' src='assets/img/cas_logo.png'></div>
<div class='p-8 lg:p-4 aspect-square'><img class='object-contain' src='assets/img/dkfz_logo.png'></div>
<div class='p-8 lg:p-4 aspect-square'><img class='object-contain' src='assets/img/fnlcr_logo.png'></div>
<div class='p-8 lg:p-4 aspect-square'><img class='object-contain' src='assets/img/guysandstthomas_logo.png'></div>
<div class='p-8 lg:p-4 aspect-square'><img class='object-contain' src='assets/img/kcl_logo.png'></div>
<div class='p-8 lg:p-4 aspect-square'><img class='object-contain' src='assets/img/kitware_logo.png'></div>
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<div class='p-8 lg:p-4 aspect-square'><img class='object-contain' src='assets/img/mgh_bwh_logo.png'></div>
<div class='p-8 lg:p-4 aspect-square'><img class='object-contain' src='assets/img/mskcc_logo.png'></div>
<div class='p-8 lg:p-4 aspect-square'><img class='object-contain' src='assets/img/nih-nci_logo.png'></div>
<div class='p-8 lg:p-4 aspect-square'><img class='object-contain' src='assets/img/nvidia_logo.png'></div>
<div class='p-8 lg:p-4 aspect-square'><img class='object-contain' src='assets/img/stanford_logo.png'></div>
<div class='p-8 lg:p-4 aspect-square'><img class='object-contain' src='assets/img/tum_logo.png'></div>
<div class='p-8 lg:p-4 aspect-square'><img class='object-contain' src='assets/img/ucl_logo.png'></div>
<div class='p-8 lg:p-4 aspect-square'><img class='object-contain' src='assets/img/vanderbilt_logo.png'></div>
<div class='p-8 lg:p-4 aspect-square'><img class='object-contain' src='assets/img/warwick_logo.png'></div>
</div>
</div>
</div>
</section>
<!-- Contributors Section End -->
<!-- Get Started Section Start -->
<section id="started" class="bg-neutral-lightgray py-24">
<div class="container">
<h2 class="mb-8 section-heading sm:section-heading-long text-center wow fadeInUp" data-wow-delay=".2s">Get Started with Project MONAI</h2>
<p class="m-auto mt-8 mb-12 text-xl text-center wow fadeInUp" data-wow-delay=".2s">
Here are a few different paths that you can get started with depending on your workload.
</p>
<div class="grid grid-cols-1 lg:grid-cols-3 lg:gap-x-12 gap-y-12 lg:gap-y-0">
<div class="p-8 bg-neutral-purewhite rounded-lg">
<h2 class="text-xl font-bold text-center pb-4">Annotating Images with DeepEdit and 3D Slicer</h2>
<div class="aspect-w-3 aspect-h-2">
<img class="object-contain" src="https://miro.medium.com/max/702/0*1P1-UySWvCOpFaFq" />
</div>
<p class="pt-4">Start by learning how to install and run the MONAI Label Server. Then utlizing 3D Slicer and the DeepEdit algorithm to annotate your images and create your AI Annotation Model.</p>
<div class="mt-4">
<a class="brand-btn" href="https://docs.monai.io/projects/label/en/latest/quickstart.html#deepedit-annotation-with-3d-slicer" target="_blank">Read More</a>
</div>
</div>
<div class="p-8 bg-neutral-purewhite rounded-lg">
<h2 class="text-xl font-bold text-center pb-4">Transformer-Based Medical Architectures</h2>
<div class="aspect-w-3 aspect-h-2">
<img class="object-contain" src="assets/img/UNETR.png" />
</div>
<p class="pt-4">MONAI Core has two state-of-the-art transformer based architectures specific to Medical Imaging. Get hands-on experience with using these networks following our tutorials.</p>
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<a href="https://github.com/Project-MONAI/tutorials/blob/main/3d_segmentation/unetr_btcv_segmentation_3d.ipynb" target class="brand-btn"="_blank">Read More</a>
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<h2 class="text-xl font-bold text-center pb-4">Build your First Medical AI Application</h2>
<div class="aspect-w-3 aspect-h-2">
<img class="object-contain" src="assets/img/App SDK Image.png" />
</div>
<p class="pt-4">Utilize MONAI Deploy App SDK to build your first AI application. Walk through the steps of creating operators for specific functions, and then utilize docker to create your portable AI container.</p>
<div class="mt-4">
<a class="brand-btn" href="https://docs.monai.io/projects/monai-deploy-app-sdk/en/latest/getting_started/tutorials/" target="_blank">Read More</a>
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<li><a href="https://monai.medium.com/rapid-deployment-of-monai-application-packages-maps-in-radiology-workflows-using-the-mercure-fe7cfd77acce" target="_blank">Rapid Deployment of MONAI Application Packages (MAPs) in Radiology Workflows using the “mercure” Open-Source DICOM Orchestrator</a></li>
<li><a href="https://monai.medium.com/simplifying-3d-medical-imaging-with-monai-auto3dseg-4350d73008a7" target="_blank">Simplifying 3D Medical Imaging with MONAI Auto3DSeg</a></li>
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<li><a href="https://www.youtube.com/watch?v=KtPE8m0LvcQ" target="_blank">MONAI Label Workshop at Project Week 38</a></li>
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If you're looking to keep up with us on social media, we're active on Twitter at <a href="https://twitter.com/ProjectMONAI" target="_blank"><span class="text-brand">@ProjectMONAI</span></a>, Medium at
<a href="https://medium.com/@monai" target="_blank"><span class="text-brand">@monai</span></a>, and our YouTube Channel <a href="https://www.youtube.com/c/Project-MONAI" target="_blank"><span class="text-brand">Project-MONAI</span></a>.
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You'll find our latest blog post and updates about the newest features in Project MONAI on both of those platforms. On our YouTube channel you'll find overview videos of the MONAI Frameworks, Bootcamp and Event recordings, and we're starting a hands-on walkthrough
series. It's a great if you're just getting started and want to learn more about Project MONAI.
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If you're looking to get involved in the community directly, join our Slack! You can interact with the core development team and community members. For an invite to our Slack channel, please fill out our <a href="https://forms.gle/QTxJq3hFictp31UM9"
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