
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
05/01/2027
Worlds first 802.15.4ab-UWB chip verified by Calterah and Rohde & Schwarz to be ...
06/09/2026
June 9 2026, 23:00 (PDT) Dolby and MagentaTV Bring Fans Closer to the FIFA Worl...
04/08/2026
Dalet, a leading technology and service provider for media-rich organizations, t...
08/07/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
08/07/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
08/07/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
08/07/2026
Foundry today announced that Reel FX Animation Studios has adopted Flix to standardize their pipeline and streamline processes across departments. Flix is a vis...
08/07/2026
The right team. The right time.' How The Killings at Parrish Station stuck t...
08/07/2026
Australians in Film and Screen Australia launch FUTURE VISION Forward to elevate...
07/07/2026
Applications are now open for the Validation Booster, a six-month acceleration programme supporting journalists, media organisations, content creators, media in...
07/07/2026
The Universal Talent Identifier (HAND) has issued HAND IDs to 50 top prospects ahead of the 2026 MLB Draft, including consensus top-ranked players Roch Cholowsk...
07/07/2026
Cisco and the McLaren Mastercard Formula 1 Team have announced an extension of their partnership, expanding the scope from networking and communications to incl...
07/07/2026
LucidLink has announced a workflow integration with Adobe Frame.io that gives production teams unified access to Frame.io projects alongside supporting producti...
07/07/2026
Chyron has announced the appointment of Ahmed Magd as Sales Director for the Middle East. Magd joins from previous senior commercial roles at Riedel Communicati...
07/07/2026
Leader Electronics of Europe has announced that its PHABRIX Qx rasterizer and Le...
07/07/2026
eCLUTCH has announced it has acquired broadcast rights to the Esports World Cup 2026 for EMEA and MENA, covering the Middle East, Africa, the Balkans, Sweden, a...
07/07/2026
Riedel Communications and ARRI supported ORF's host broadcast of the Eurovis...
07/07/2026
ARRI has announced the ALEXA 35 Live Xtreme, a camera that adds high frame rate ...
07/07/2026
LiveU will exhibit at IBC 2026 (Stand 7.C24), showcasing the LU900Q Intelligent Production Unit, expanded Sony collaboration, and additions to its open IP-video...
07/07/2026
Telemundo's coverage is packaged with Multiview, Catch Up with Key Plays, in...
07/07/2026
The Australian Rugby League Commission (ARLC) has announced a seven-year media r...
07/07/2026
Produced onsite at The Star in Frisco, TX, live coverage of the two-day event airs on ESPN platforms
The season for Football Media Days is here, and the Big 12...
07/07/2026
Rogers Communications Inc. has announced an agreement to acquire the remaining 25% ownership stake in Maple Leaf Sports and Entertainment (MLSE) from Kilmer Spo...
07/07/2026
End-to-end broadcast solution includes fleet of mobile units, Cloud Control, and...
07/07/2026
Sports-production-tech experts sound off on the state of the industry...
07/07/2026
New mixer aimed squarely at instrument-level sources
Heritage Audio have clearly been busy recently, as alongside their all-new Tubestrip, they've also ...
07/07/2026
New channel strip combines popular hardware designs
The latest arrival to the Heritage Audio line-up brings together a selection of their praised hardware d...
07/07/2026
eds3_5_jq(document).ready(function($) { $(#eds_sliderM519).chameleonSlider_2_1({ content_source:......
07/07/2026
New Kessler 10 data now available in Nielsen CMI gives brands a deeper view of h...
07/07/2026
New Nielsen Ad Intel and CMV data reveals rising competition in Australia's ...
07/07/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
07/07/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
07/07/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
07/07/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
07/07/2026
Riedel Communications and ARRI played a key role in one of the most technically ambitious Eurovision Song Contest productions to date. For the first time in the...
07/07/2026
Berklee Valencia Honors Eric Whitacre at the 2026 Commencement Ceremony The Grammy-winning composer was celebrated alongside this years cohort of masters degr...
07/07/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
07/07/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
07/07/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
07/07/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
07/07/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
07/07/2026
The appointment will drive growth and innovation across the Media Business Unit
Fincons Group, a leading IT business consultancy and systems integrator company...
07/07/2026
International broadcast and streaming expert Big Blue Marble has announced a multi-month Proof of Concept (PoC) for Media over QUIC (MoQ) during a major interna...
07/07/2026
Test & measurement innovator, Leader Electronics of Europe, is proud to announce that two of its leading products, the PHABRIX Qx rasterizer and LeaderPhabrix L...
07/07/2026
Clear-Com announced that Ross Production Services (RPS), a leading provider of mobile production solutions for live events and broadcasts, has standardized on ...
07/07/2026
LiveU redefined live newsgathering with the invention of cellular bonding. At IBC2026, Stand 7.C24, the company will show how that foundation is evolving into t...
07/07/2026
LucidLink, a leader in cloud-based file services for content creators, today announced an enhanced workflow integration between LucidLink and Adobe Frame.io tha...
07/07/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
07/07/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
07/07/2026
New appointments to Screen Australia board 7 July 2026
The Albanese Labor Government has made new appointments to the Screen Australia board.
Dr Tania Chamber...