Sony Pixel Power calrec Sony

MONAI Imaging Framework Fast-Tracked to Production to Accelerate AI in Healthcare

30/11/2020

MONAI - the Medical Open Network for AI, a domain-optimized, open-source framework for healthcare - is now ready for production with the upcoming release of the NVIDIA Clara application framework for AI-powered healthcare and life sciences.

Introduced in April and already adopted by leading healthcare research institutions, MONAI is a PyTorch-based framework that enables the development of AI for medical imaging with industry-specific data handling, high-performance training workflows and reproducible reference implementations of state-of-the-art approaches.

As part of the updated Clara offering, MONAI will come with over 20 pre-trained models, including ones recently developed for COVID-19, as well as the latest training optimizations on NVIDIA DGX A100 GPUs that provide up to a sixfold acceleration in training turnaround time.

MONAI is becoming the PyTorch of healthcare, paving the way for closer collaboration between data scientists and clinicians, said Dr. Jayashree Kalpathy-Cramer, director of the QTIM lab at the Athinoula A. Martinos Center for Biomedical Imaging at MGH. Global adoption of MONAI is fostering collaboration across the globe facilitated by federated learning.

Adoption by the healthcare ecosystem of MONAI has been tremendous. DKFZ, King's College London, Mass General, Stanford and Vanderbilt are among those to adopt the AI framework for imaging. MONAI is being used in everything from industry-leading imaging competitions to the first boot camp focused on the framework, held in September, which drew over 550 registrants from 40 countries, including undergraduate university students.

MONAI is quickly becoming the go-to deep learning framework for healthcare. Getting from research to production is critical for the integration of AI applications into clinical care, said Dr. Bennett Landman of Vanderbilt University. NVIDIA's commitment to community-driven science and allowing the academic community to contribute to a framework that is production-ready will allow for further innovation to build enterprise-ready features.

New Features NVIDIA Clara brings the latest breakthroughs in AI-assisted annotation, federated learning and production deployment to the MONAI community.

The latest version introduces a game-changer to AI-assisted annotation that allows radiologists to label complex 3D CT data in one-tenth of the clicks with a new model called DeepGrow 3D. Instead of the traditional time-consuming method of segmenting an organ or lesion image by image or slice by slice, which can be up to 250 clicks for a large organ like the liver, users can segment with far fewer clicks.

Integrated with Fovia Ai's F.A.S.T. AI Annotation software, NVIDIA Clara's AI-assisted annotation tools and the new DeepGrow 3D feature can be used for labeling training data as well as assisting radiologists when reading. Fovia offers the XStream HDVR SDK suite to review DICOM images that's integrated into industry-leading PACS viewers.

AI-assisted annotation is the key to unlocking rich radiology datasets and was recently used to label the public COVID-19 CT dataset published by The Cancer Imaging Archive at the U.S. National Institutes of Health. This labeled dataset was then used in the MICCAI-endorsed COVID-19 Lung CT Lesion Segmentation Challenge.

Clara Federated Learning made possible the recent research collaboration of 20 hospitals around the world to develop a generalized AI model for COVID-19 patients. The EXAM model predicts oxygen requirements in COVID-19 patients, is available on the NGC software registry, and is being evaluated for clinical validation at Mount Sinai Health System in New York, Diagn sticos da America SA in Brazil, NIHR Cambridge Biomedical Research Centre in the U.K. and the NIH.

The MONAI software framework provides key components for training and evaluating imaging-based deep learning models, and its open-source approach is fostering a growing community that is contributing exciting advances, such as federated learning, said Dr. Daniel Rubin, professor of biomedical data science, radiology and medicine at Stanford University.

NVIDIA is additionally expanding its release of NVIDIA Clara to digital pathology applications, where the sheer sizes of images would choke off-the-shelf open-source AI tools. Clara for pathology early access contains reference pipelines for both training and deployment of AI applications.

Healthcare data interoperability, model deployment and clinical pathway integration are an increasingly complex and intertwined topic, with significant field-specific expertise, said Jorge Cardoso, CTO of the London Medical Imaging and AI Centre for Value-based Healthcare. Project MONAI, jointly with the rest of the NVIDIA Clara ecosystem, will help deliver improvements to patient care and optimize hospital operations.

Learn more about NVIDIA Clara Train 4.0 and subscribe to NVIDIA healthcare news.
LINK: https://blogs.nvidia.com/blog/2020/11/30/monai-ai-imaging-framework/...
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 ...

04/08/2026

Dalet Announces Commercial Availability of Dalia, Bringing Media-Aware Agentic AI to Enterprise Productions

Dalet, a leading technology and service provider for media-rich organizations, t...

04/07/2026

Detective Conan: Fallen Angel of the Highway Opens in Dolby Cinemas Across Japan, Presented in Dolby Atmos and Dolby ...

April 7 2026, 19:00 (PDT) Detective Conan: Fallen Angel of the Highway Opens in...

01/06/2026

Dolby Sets the New Standard for Premium Entertainment at CES 2026

January 6 2026, 05:30 (PST) Dolby Sets the New Standard for Premium Entertainment at CES 2026 Throughout the week, Dolby brings to life the latest innovatio...

10/05/2026

Berklee Honors Jacob Collier, Jill Scott, and Vinnie Colaiuta at 2026 Commencement

Berklee Honors Jacob Collier, Jill Scott, and Vinnie Colaiuta at 2026 Commenceme...

10/05/2026

RT ALL-IRELAND DRAMA FESTIVAL WINNERS ANNOUNCED

RT ALL-IRELAND DRAMA FESTIVAL WINNERS ANNOUNCED DURING GALA AWARDS STREAMED LIVE ON RTE.IE/CULTURE Kilmeen Drama Group hailing from Rossmore, Co. Cork Scoops ...

09/05/2026

Bastl Instruments showcase Kalimba

New desktop instrument focused on tactile performance Bastl Instruments have announced Kalimba, a new desktop instrument that combines physical modelling, F...

09/05/2026

1010music release blackbox 2

Compact sampling workstation gains new features 1010music have announced blackbox 2, a new version of their compact standalone sampler designed for DAWless ...

09/05/2026

New SoundApp ARA Plugin Transforms Boris FX CrumplePop

New SoundApp ARA Plugin Transforms Boris FX CrumplePop Jessie Electa Petrov May 9, 2026 0 Comments CrumplePop 2026.5 streamlines music, voice, and cin...

09/05/2026

Celebrating a TV Legend: Sir David Attenborough

Share Copy link Facebook X Linkedin Bluesky Email...

09/05/2026

Playmetrics Acquires SportsEngine From Versant

Share Copy link Facebook X Linkedin Bluesky Email...

08/05/2026

NBC Sports, Peacock Scale Vertical-Video Production Across Sports - and Beyond - Ahead of FIFA World Cup 2026

NBC's 9:16 live-production workflows power Courtside Live, Rinkside Live, Vi...

08/05/2026

ESPN Pieces Together Production Strategy After WNBA's Unsettled Offseason

Native 1080p HDR productions will rely on a mix of remote workflows from Bristol and Los Angeles Despite another prosperous WNBA season in 2025, there was no g...

08/05/2026

SVG GameDay, Ep. 14: Buffalo Sabres' Autumn Bolton - Bringing Back Better Days at KeyBank Center

In-venue and creative video staffers at the professional and collegiate level ha...

08/05/2026

ESPN and Players Era Announce Multi-Year Broadcast Agreement for Mens College Basketball Championships

Players Era, an EverWonder Studio company, and ESPN have announced a multi-year ...

08/05/2026

BFBS Selects Synamedia to Build Next-Generation Digital Platform for UK Armed Forces

BFBS (British Forces Broadcasting Service) has announced the selection of Syname...

08/05/2026

UFC and Joe Hand Promotions Launch Championship Rounds Commercial Subscription Package

UFC and Joe Hand Promotions, UFC's exclusive commercial distributor in the U...

08/05/2026

Ease Live Granted US Patent for Interactive Streaming Overlay Technology

Ease Live, an Evertz company, has announced it has been granted US Patent No. 12,556,777 for its graphical overlay technology for interactive live streaming. Th...

08/05/2026

Ateme Deploys OTT Platform for VTVcabs VTVprime Service in Vietnam

Ateme has announced that VTVcab has deployed Ateme's OTT platform to power its VTVprime streaming service in Vietnam. The deployment covers live and on-dema...

08/05/2026

Amagi Launches In-Content Ads Marketplace for CTV Advertising

Amagi has announced the availability of its In-Content Ads offering via the Amagi ADS PLUS marketplace, providing programmatic access to ad formats inserted dir...

08/05/2026

USA Sports Dives Headfirst Into Its Inaugural WNBA Season With Onsite Postseason-Style' Productions

Young broadcaster will deploy 11-camera complement on large chunk of games, At ...

08/05/2026

Ratings Roundup: NBCs Derby Coverage Hits All-Time High; 1st Round of NBA, NHA Playoffs Up Big

Ratings Roundup is a rundown of recent rating news and is derived from press rel...

08/05/2026

A Mother's Day Toast to Joan Rubinsky in Theater Camp

Molly Gordon and Ben Platt appear in Theater Camp. (Courtesy of Searchlight Pictures) By Lucy Spicer Her character is the beloved founder of the AdirondACTS...

08/05/2026

Cyma Forma & Bambounou unveil RND synth

One-button synth generates random four-track ideas Cyma Forma and French artist Bambounou have announced RND synth, a compact hardware synthesizer built aro...

08/05/2026

Tasty Chips GR-2 granular synthesizer

Portable four-layer granular and sampling instrument Tasty Chips have announced the GR-2, a new granular synthesizer and sampling instrument that combines e...

08/05/2026

SUPERBOOTH 2026: Polyend Drums

Video Show Report Video of SUPERBOOTH 26: Polyend Drums Polyends big announcement for Superbooth 2026 is the Drums, a new drum machine that features both ...

08/05/2026

Native Instruments to be acquired by inMusic

Deal agreed as NI enters new chapter Native Instruments CEO Nick Williams has announced that a definitive agreement has been signed for the company to be ac...

08/05/2026

SUPERBOOTH 2026: Erica Synths Bullfrog Drums

Video Show Report Video of SUPERBOOTH 26: Erica Bullfrog Drums The Bullfrog Drums is the latest collaboration between Erica Synths and Richie Hawtin, and ...

08/05/2026

Play Snooker: Cueing Up the Future So Every Frame Counts

In our latest blog, Tim Pearson reflects on the recent launch of Play Snooker, the new digital home of snooker by the World Professional Billiards and Snooker A...

08/05/2026

G&D KVM-over-IP Plugin for Netgear AV Simplifies Deployments

Share Copy link Facebook X Linkedin Bluesky Email...

08/05/2026

Riedel to Support Glasgow 2026 as Official Connectivity I...

Riedel Communications today announced its return as a sponsor of the Glasgow 2026 Commonwealth Games, where the company will serve as the Official Connectivity ...

08/05/2026

Miri V410 Encoder-Decoder Wins 2026 NAB Show Product of t...

For the second straight year, Miri Technologies Inc. has been honored with a pair of coveted awards at the broadcast, media and entertainment industry's pre...

08/05/2026

Nine Alumni Nominated for Tony Awards

Nine Alumni Nominated for Tony Awards More than 20 alumni contributed to this year's Tony-nominated productions. May 7, 2026 By Tori Donahue Boston Co...

08/05/2026

Report: Rise of Video Podcasts Prompts Hybrid Approach

Share Copy link Facebook X Linkedin Bluesky Email...

08/05/2026

U.K. Military Broadcaster Taps Synamedia for Digital Platform

Share Copy link Facebook X Linkedin Bluesky Email...

08/05/2026

Gayle Benson To Receive NAB Leadership Foundation Leadership Award

Share Copy link Facebook X Linkedin Bluesky Email...

08/05/2026

Dems Blast FCC Disney Probe As 'Egregious Abuse of Power'

Share Copy link Facebook X Linkedin Bluesky Email...

08/05/2026

Liberty University on why broadcast technology isn't just a technical investment, it's a human one

Liberty University on why broadcast technology isn't just a technical invest...

08/05/2026

COW Jobs: UGC, On-Camera Video Content

COW Jobs: UGC, On-Camera Video Content Brie Clayton May 7, 2026 0 Comments UGC, On-Camera Video Content April 17, 2026Documentary Editor - US,......

08/05/2026

For Dogs' Sake! Pete Wicks returns with more heart-warming rescue journeys

Pete reunites with Dogs Trust for a fourth series and a two-part overseas special London, Friday 8th May 2026: The award winning factual entertainment series P...

08/05/2026

Riedel to Support Glasgow 2026 as Official Connectivity Integration Provider

Wuppertal May 8, 2026 Riedel to Support Glasgow 2026 as Official Connectivity Integration Provider Riedel Communications today announced its return as a spons...

08/05/2026

Netflix Announces Standalone Sequel to Global Hit 'La Palma'

Back to All News Netflix Announces Standalone Sequel to Global Hit La Palma Entertainment 08 May 2026 GlobalDenmarkFinlandNorwaySweden Link copied to clipb...

08/05/2026

Say hello to ICG Belfast

ICG is excited to share news of our official launch in Northern Ireland, marking a significant milestone in the agency's growth. Led by Digital Marketing M...

08/05/2026

Investing in smart metering to close London's water gap

Over the past ten years, Thames Water, in partnership with Arqiva, has installed more than 1.2 million smart meters, creating one of the most extensive advanced...

07/05/2026

Sudan Digital Investigation Hub launches to support journalists navigating disinformation in conflict

Journalists reporting on Sudan are working in one of the most complex and fast-m...

07/05/2026

Victory+ CEO Neil Gruninger on the Impact of the Dallas Cowboys Deal, Creator-Led Content, and Free In-Market Access for Fans

Multi-year partnership positions Victory+ as a free home for Dallas Cowboys orig...

07/05/2026

SVG Students To Watch: Ella Peterson, University of Illinois

From sideline reporting to directing and producing, the talented sophomore is building a well-rounded foundation for a career in live sports production In the ...

07/05/2026

NAB 2026: Cobalt Digital Wins Two Future Best of Show Awards

Cobalt Digital has received two Future Best of Show awards at NAB Show 2026. The COBALT blueCORE platform was recognized by TV Tech, and the COBALT PACIFIC ULL-...

07/05/2026

Scripps National Spelling Bee Revamps Broadcast; Mina Kimes to Host, Embassy Rows Michael Davies to Produce

ESPN analyst Mina Kimes will host the televised semifinals and finals of the 202...