Delivering AI-accelerated healthcare at scale will take thousands of neural networks working together to cover the breadth of human physiology, diseases and even hospital operations - a significant challenge in today's smart hospital environment.
MONAI, an open-source medical-imaging AI framework with more than 650,000 downloads, accelerated by NVIDIA, is making it easier to integrate these models into clinical workflows with MONAI Application Packages, or MAPs.
Delivered through MONAI Deploy, a MAP is a way of packaging an AI model that makes it easy to deploy in an existing healthcare ecosystem.
If someone wanted to deploy several AI models in an imaging department to help experts identify a dozen different conditions, or partially automate the creation of medical imaging reports, it would take an untenable amount of time and resources to get the right hardware and software infrastructure for each one, said Dr. Ryan Moore at Cincinnati Children's Hospital. It used to be possible, but not feasible.
MAPs simplify the process. When a developer packages an app using the MONAI Deploy Application software development kit, hospitals can easily run it on premises or in the cloud. The MAPs specification also integrates with healthcare IT standards such as DICOM for medical imaging interoperability.
Until now, most AI models would remain in an R&D loop, rarely reaching patient care, said Jorge Cardoso, chief technology officer at the London Medical Imaging & AI Centre for Value-Based Healthcare. MONAI Deploy will help break that loop, making impactful clinical AI a more frequent reality.
MONAI Deploy Adopted by Hospitals, Healthcare Startups Healthcare institutions, academic medical centers and AI software developers around the world worldwide are adopting MONAI Deploy, including:
Cincinnati Children's Hospital: The academic medical center is creating a MAP for an AI model that automates total cardiac volume segmentation from CT images, aiding pediatric heart transplant patients in a project funded by the National Institutes of Health.
National Health Service in England: The NHS Trusts have deployed its MONAI-based AI Deployment Engine platform, known as AIDE, across four hospitals to provide AI-enabled disease-detection tools to healthcare professionals serving 5 million patients a year.
Qure.ai: A member of the NVIDIA Inception program for startups, Qure.ai develops medical imaging AI models for use cases including lung cancer, traumatic brain injuries and tuberculosis. The company is using MAPs to package its solutions for deployment, accelerating its time to clinical impact.
SimBioSys: The Chicago-based Inception startup builds 3D virtual representations of patients' tumors and is using MAPs for precision medicine AI applications that can help predict how a patient will respond to a specific treatment.
University of California, San Francisco: UCSF is developing MAPs for several AI models, with applications including hip fracture detection, liver and brain tumor segmentation, and knee and breast cancer classification.
Putting Medical Imaging AI on the MAP The MAP specification was developed by the MONAI Deploy working group, a team of experts from more than a dozen medical imaging institutions, to benefit AI app developers as well as the clinical and infrastructure platforms that run AI apps.
For developers, MAPs can help accelerate AI model evolution by helping researchers easily package and test their models in a clinical environment. This allows them to collect real-world feedback that helps improve the AI.
For cloud service providers, supporting MAPs - which were designed using cloud-native technologies - enables researchers and companies using MONAI Deploy to run AI applications on their platform, either by using containers or with native app integration. Cloud platforms integrating MONAI Deploy and MAPs include:
Amazon HealthLake Imaging: The MAP connector has been integrated with the HealthLake Imaging service, allowing clinicians to view, process and segment medical images in real time.
Google Cloud: Google Cloud's Medical Imaging Suite, designed to make healthcare imaging data more accessible, interoperable and useful, has integrated MONAI into its platform to enable clinicians to deploy AI-assisted annotation tools that help automate the highly manual and repetitive task of labeling medical images.
Nuance Precision Imaging Network, powered by Microsoft Azure: Nuance and NVIDIA recently announced a partnership bringing together MONAI and the Nuance Precision Imaging Network, a cloud platform that provides more than 12,000 healthcare facilities with access to AI-powered tools and insights.
Oracle Cloud Infrastructure: Oracle and NVIDIA recently announced a collaboration to bring accelerated compute solutions for healthcare, including MONAI Deploy, to Oracle Cloud Infrastructure. Developers can start building MAPs with MONAI Deploy today using NVIDIA containers on the Oracle Cloud Marketplace.
Get started with MONAI and discover how NVIDIA is helping build AI-powered medical imaging ecosystems at this week's RSNA conference.
Most recent headlines
18/12/2025
Share Share by:
Copy link
Facebook
X
Whatsapp
Pinterest
Flipboard...
18/12/2025
Share Share by:
Copy link
Facebook
X
Whatsapp
Pinterest
Flipboard...
18/12/2025
Share Share by:
Copy link
Facebook
X
Whatsapp
Pinterest
Flipboard...
18/12/2025
Long-term agreement includes the SES SCORE platform and hybrid distribution worldwide to deliver more than 5,000 hours of golf tournaments annually featuring th...
18/12/2025
At 7.45pm on 1st January 1926, the precursor to RT , then 2RN, delivered the fledgling new Irish state's first public radio transmission. From those first c...
18/12/2025
Step out of the vault and into the future of gaming with Fallout: New Vegas streaming on GeForce NOW, just in time to celebrate the newest season of the hit Ama...
18/12/2025
December 18 2025, 05:30 (PST) The Movie Experience SLO Becomes First U.S. Exhib...
17/12/2025
Investigative journalists across the Western Balkans and T rkiye continue to con...
17/12/2025
Sports Broadcasting Hall of Fame Inducts 10 Industry Icons During Unforgettable ...
17/12/2025
ESPN to Debut MNF Playbook with Next Gen Stats, a New AI-Driven NFL Data-AltCastThe series, powered by Adrenaline TruPlay AI, launches Dec. 22 and runs through ...
17/12/2025
Inaugural Optum Golf Channel Games Debut Under the Lights' in Primetime on ...
17/12/2025
The right playlist is essential on New Year's Eve, building the energy as you get ready and keeping it high as you count down to midnight. This year, Spotif...
17/12/2025
eds3_5_jq(document).ready(function($) { $(#eds_sliderM519).chameleonSlider_2_1({...
17/12/2025
Audiences Watched Over 103 Billion Minutes of TV on Thanksgiving Day
NFL Games ...
17/12/2025
Share Share by:
Copy link
Facebook
X
Whatsapp
Pinterest
Flipboard...
17/12/2025
Share Share by:
Copy link
Facebook
X
Whatsapp
Pinterest
Flipboard...
17/12/2025
Share Share by:
Copy link
Facebook
X
Whatsapp
Pinterest
Flipboard...
17/12/2025
Share Share by:
Copy link
Facebook
X
Whatsapp
Pinterest
Flipboard...
17/12/2025
Share Share by:
Copy link
Facebook
X
Whatsapp
Pinterest
Flipboard...
17/12/2025
Share Share by:
Copy link
Facebook
X
Whatsapp
Pinterest
Flipboard...
17/12/2025
Share Share by:
Copy link
Facebook
X
Whatsapp
Pinterest
Flipboard...
17/12/2025
Share Share by:
Copy link
Facebook
X
Whatsapp
Pinterest
Flipboard...
17/12/2025
Share Share by:
Copy link
Facebook
X
Whatsapp
Pinterest
Flipboard...
17/12/2025
Share Share by:
Copy link
Facebook
X
Whatsapp
Pinterest
Flipboard...
17/12/2025
Share Share by:
Copy link
Facebook
X
Whatsapp
Pinterest
Flipboard...
17/12/2025
KPop Demon Hunters Stars Visit Berklee for Weeklong Celebration Andrew Choi and EJAE, who voiced the film's main characters and contributed to its soundtr...
17/12/2025
December 17 2025, 17:00 (PST) Dolby and LG Unveil a New Era of Home Audio With ...
17/12/2025
Wednesday 17 December 2025
Heated Rivalry will be coming to Sky and streaming service NOW on 10 JanuaryTurn on cookies to view this content. Go to Privacy opti...
17/12/2025
Back to All News
Inside The Unseen World Of Indian Customs: Netflix Reveals The...
17/12/2025
Back to All News
Netflix announces PAPARAZZI KING: the docu series coming to Ne...
17/12/2025
Back to All News
Netflix Unveils First Look at Jo Nesbo's Detective Hole Pr...
17/12/2025
Back to All News
Netflix Welcomes Warner Bros. Discovery Board Recommendation
Business
17 December 2025
Global
Link copied to clipboard
After Careful Revi...
17/12/2025
RT has announced that Kathy Fox has been appointed Commissioning Editor with re...
17/12/2025
The Hao AI Lab research team at the University of California San Diego - at the forefront of pioneering AI model innovation - recently received an NVIDIA DGX B...
17/12/2025
Editor's note: This post is part of Into the Omniverse, a series focused on ...
17/12/2025
With the new season of Dancing with the Stars shimmering in the not-too-distant future this New Year, the celebrity and dancer pairings of the twelve couples ha...
16/12/2025
Hawkins has landed on Spotify, just in time for Stranger Things Season 5, Volume...
16/12/2025
Wherever you are, your favorite music and audio content should go seamlessly with you. That's why Spotify has partnered with NAVER Corp, Korea's leading...
16/12/2025
2025 Wrapped arrived bigger and bolder than ever. This year's experience is designed to be ultra personal and shareable, with new features like Wrapped Part...
16/12/2025
Three 12-kilowatt Advanced Electric Propulsion System thrusters, supplied by L3Harris Technologies, form the core of Gateway's propulsion system. Pictured i...
16/12/2025
The challenge facing America's defense industrial base is not just about speed - its about rebuilding the foundation that makes speed possible. Our nations ...
16/12/2025
Share Share by:
Copy link
Facebook
X
Whatsapp
Pinterest
Flipboard...
16/12/2025
SEVILLE, Spain Canal Sur, the public broadcasting service for Andalusia, Spain, has completed a total technology refresh based on Pebble's resilient, softwa...
16/12/2025
NEW YORK Teleprompting hardware provider Telescript International has acquired all software code and intellectual property previously owned by Telescript West. ...
16/12/2025
As cable operators face increased competition from 5G fixed wireless access providers, a new report from Ookla Research finds that T-Mobile is the FWA speed lea...
16/12/2025
Apple has announced a major upgrade to the Apple TV app for device owners outside the Apple ecosystem with news that the Apple TV app for Android now supports G...
16/12/2025
Space42 grows Direct-to-Device partner ecosystem through a Memorandum of Underst...
16/12/2025
16 Dec 2025
VEON Announces Release Date for Full Year and Fourth Quarter 2025 R...
16/12/2025
16 Dec 2025
VEON's Kyivstar Invests in Renewable Energy in Ukraine with Acq...
Delivering AI-accelerated healthcare at scale will take thousands of neural networks working together to cover the breadth of human physiology, diseases and even hospital operations - a significant challenge in today's smart hospital environment.
