Sony Pixel Power calrec Sony

MAP Once, Run Anywhere: MONAI Introduces Framework for Deploying Medical Imaging AI Apps

28/11/2022

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.
LINK: https://blogs.nvidia.com/blog/2022/11/28/monai-deploy-framework-medica...
See more stories from nvidia

Most recent headlines

05/01/2027

Worlds first 802.15.4ab-UWB chip verified by Calterah and Rohde & Schwarz to be demoed at CES 2026

Worlds first 802.15.4ab-UWB chip verified by Calterah and Rohde & Schwarz to be ...

09/10/2026

Dolby Expands Dolby OptiView Platform with New Capabilities at IBC 2026

September 10 2026, 06:00 (PDT) Dolby Expands Dolby OptiView Platform with New Capabilities at IBC 2026 New Sports Intelligence helps providers better unders...

07/10/2026

Dalet Flex LTS Delivers Smarter Media Operations from Ingest to Distribution

Dalet, a leading technology and service provider for media-rich organizations, today announced the latest Long-Term Supported (LTS) release of Dalet Flex. Build...

10/09/2026

First AI-Generated Golf Announcer To Debut During New Mexico Open

Duff Foreman is an AI-generated announcer who will add color to this month's New Mexico Open...

10/09/2026

IBC 2026: Bitmovin Rolls Out Encoder Version 3

Bitmovin is rolling out Encoder Version 3, the next major release of the technology behind its VOD and Live Encoders. Version 3 is built on a premise every stre...

10/09/2026

IBC 2026: Net Insight Highlights Open Live Media for Controlled Live Services

At IBC2026, on booth 1.B47, Net Insight will showcase Open Live Media, its architecture for delivering resilient live media services across networks, partners, ...

10/09/2026

PWHL, Scripps Sports Sign National Television Deal for 2026-27 Season

The Professional Women's Hockey League (PWHL) and Scripps Sports have announced a national broadcast rights agreement for the 2026-27 season, a landmark par...

10/09/2026

IBC 2026: Trusted Partner Network Debuts Fix It or Risk It to Tackle Everyday Security Risks

The Trusted Partner Network (TPN), the global content security initiative powere...

10/09/2026

NFL Brings Back Creator Programs to Deliver Access, Original Storytelling During the 2026 Season

The NFL is launching its most expansive creator programming yet, bringing togeth...

10/09/2026

Sportsnet Removes 150 Blackouts for More National NHL Games Than Ever in 2026-2027 Season

Sportsnet is set to deliver its biggest hockey season ever with a national sched...

10/09/2026

IBC 2026: LiveU Showcases Starlink for News and Sports Broadcast as Clarus Integrated Reseller

LiveU is now a Clarus Integrated Reseller, bringing Starlink's fast, reliabl...

10/09/2026

IBC 2026: Mimir Develops Single Layer for Content, Metadata, AI Orchestration

Mimir is the cloud-native media production platform built for teams that need to move media fast across live, archive, web, social, and broadcast workflows. At ...

10/09/2026

IBC 2026: ATSC 3.0 To Receive Technology & Engineering Emmy Award for Significant Advancement in Television Broadcasting

ATSC is being honored with a 2026 Technology & Engineering Emmy Award by the Nat...

10/09/2026

Audio-Technica Presents BP880R Contact Transducer for Immersive Sports Broadcast, Production Audio Enhancement

Audio-Technica has introduced the BP880R Contact Transducer, a specialized micro...

10/09/2026

ESPN, ION Team Up to Broadcast WTGL Starting on Nov. 8

TMRW Sports in partnership with the LPGA, today announced multiyear U.S. media rights agreements with ESPN and Scripps Sports/ION to bring WTGL, the new women&#...

10/09/2026

SportsNet Pittsburgh Honors Roberto Clemente Day With Second-Annual Live Spanish-Language Pirates Telecast

SportsNet Pittsburgh (SNP) in partnership with Major League Baseball and the Pit...

10/09/2026

Tennis Channel Gives Fans Options With Premium Subscription on Roku

Tennis Channel announced today its launch as a Premium Subscription on The Roku Channel. Tennis Channel offers viewers a single home for Tennis Channel and Ten...

10/09/2026

IBC 2026: Dolby Expands Dolby OptiView Platform With New Capabilities

Dolby has announced major updates to Dolby OptiView, its live sports platform, ahead of IBC 2026. The updates include new AI-powered intelligence to better unde...

10/09/2026

Dalet Names Brian Doheny as CEO

Dalet has appointed Brian Doheny as CEO. Doheny joined Dalet as President and Chief Revenue Officer in April 2026. Since joining Dalet, Doheny has led the compa...

10/09/2026

IBC 2026: Sony Demonstrates Various Creative Solutions for Attendees at the RAI

Sony, as well as its partner company Nevion, is starting IBC 2026 with a handful of announcements for attendees to see on the show floor. Sony Announces the 4t...

10/09/2026

SoFi Stadium Solidifies Production Output With Multi-Layered Tech Renovation

The six-year-old venue is expanding capabilities for NFL action, Super Bowl LXI, 2028 Summer Olympics SoFi Stadium, as well as the surrounding area known as Ho...

10/09/2026

Acon Digital introduce Acoustica 8

Editing, restoration & mastering suite upgraded Acon Digital Acoustica 8 audio editing restoration mastering software. Acon Digital have just launched the la...

10/09/2026

Readipop & XOX open XOX Studio

Classic synths & drum machines available to play Based in Reading, UK, Readipop are a music and arts charity with a long track record of innovative, partici...

10/09/2026

Neumann launch the KH 310 II & KH 350

Popular model updated & new addition introduced With many of the models in Neumann's KH family now boasting onboard DSP and support for the company'...

10/09/2026

Arturia launch the AudioFuse Studio Rev2

Improved desktop interface announced The latest iteration of Arturia's flagship desktop audio interface has just arrived, introducing improved preamps, ...

10/09/2026

Progress needs proof: Rohde & Schwarz showcases its trailblazing test solutions at EuMW 2026 in London

Progress needs proof: Rohde & Schwarz showcases its trailblazing test solutions ...

10/09/2026

Nielsen launches CTV ad spend data into its French Ad Intel product

France launch follows UK and Germany as Nielsen expands product across EMEA Paris, France, September 10, 2026 - Nielsen, a global leader in audience measuremen...

10/09/2026

Fabric Data, TMT Insights Merge to Create Fabric Insights

Share Copy link Facebook X Linkedin Bluesky Email...

10/09/2026

Leading Audio Manufacturers Join Forces on Dialog Intelli...

Leading professional audio manufacturers NUGEN Audio, RTW, Steinberg and Telos Alliance have joined forces with Fraunhofer IDMT to establish a common approach t...

10/09/2026

Setplex Introduces AI Insider for Faster Smarter Video Se...

Built Into Setplex's Zapflex Platform, AI Insider Turns Video Service Data Into Actionable Insights Setplex today introduced AI Insider, a breakthrough new...

10/09/2026

sync labs to Introduce sync productions at IBC2026 Bringi...

Managed service changes dialogue without actor-specific training or facial rigging while preserving the original performance and fitting established post-produc...

10/09/2026

ACT Pixel Academy Autumn Courses PR

The ACT Entertainment tvONE and Green Hippo Pixel Academy has released its autumn course schedule, with hands-on training dates in September, October and Novemb...

10/09/2026

Orange Polska Reaffirms Its Trust in Viaccess-Orca with M...

Orange Polska continues to Rely on Viaccess-Orca for Secure TV Services and the Next Phase of its Technology Evolution Viaccess-Orca (VO), a global leader in T...

10/09/2026

Generate and create directly in your timeline with new AI-powered innovations in Premiere and After Effects

Generate and create directly in your timeline with new AI-powered innovations in...

10/09/2026

Tedial to introduce Media Business Hub at IBC 2026

Tedial is introducing Media Business Hub (MBH) at IBC 2026, a new business enablement platform designed to help media organizations unlock the full value of the...

10/09/2026

Globecast Unveils Next Phase of Media Orchestration at IB...

Globecast, a leading provider of broadcast, media and entertainment managed services, will unveil the next phase of its transformation at IBC2026 with a preview...

10/09/2026

Fabric Data and TMT Insights Merge to Create Fabric Insig...

Fabric Data and TMT Insights today announced that the two companies are combining to create Fabric Insights, uniting authoritative data, purpose-built software,...

10/09/2026

Operative Launches Unified Platform to Transform Advertis...

Operative, the preferred advertising and broadcast management provider for the world's leading media brands, today announced a comprehensive slate of new pr...

10/09/2026

Leader announces new Sx2 handheld Test and Measurement se...

Test & measurement innovator, Leader Electronics of Europe, has announced the launch of its latest range of handheld signal generation, analysis and monitoring ...

10/09/2026

Kiloview Partners with Zixi to Deliver Reliable IP Video...

The partnership begins with native Zixi protocol support on the Kiloview D350 and will extend to deeper product integration and joint go-to-market initiatives ...

10/09/2026

Avid and FilmLight announce strategic partnership to reimagine the color pipeline for post production

Avid and FilmLight announce strategic partnership to reimagine the color pipelin...

10/09/2026

Maxon Brings Exclusive Preview of Fall Innovations to IBC2026

Maxon Brings Exclusive Preview of Fall Innovations to IBC2026 Brie Clayton September 10, 2026 0 Comments IBC attendees will get the first look at new ...

10/09/2026

Three Boston Conservatory Dance Alums Honored for Their Early-Career Promise

Three Boston Conservatory Dance Alums Honored for Their Early-Career Promise India Hobbs and Demetrius Lee received Princess Grace Awards, while Lilly David t...

10/09/2026

MonoNeon Returns to Berklee to Kick Off Signature Series

MonoNeon Returns to Berklee to Kick Off Signature Series The Grammy-winning bassist and alumnus performs with students and faculty from the Planet MicroJam In...

10/09/2026

Study: NFL Ad Revenue to Hit a Record $6.3 Billion

Share Copy link Facebook X Linkedin Bluesky Email...

10/09/2026

Teradek Unveils Bolt 7 With 900MHz RF Pipeline

Share Copy link Facebook X Linkedin Bluesky Email...

10/09/2026

Survey: Roku Remains Most Popular Streamer

Share Copy link Facebook X Linkedin Bluesky Email...

10/09/2026

Sony Unveils Fourth Generation Of DWX Wireless Mics

Share Copy link Facebook X Linkedin Bluesky Email...

10/09/2026

Scripps Revamps Local Media Regional Leadership Structure

Share Copy link Facebook X Linkedin Bluesky Email...