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.
Most recent headlines
04/08/2024
Dalet, a leading technology and service provider for media-rich organizations, is excited to announce Santiago Solanas as its new Chief Executive Officer (CEO)....
03/06/2024
Dalet, a leading technology and service provider for media-rich organizations, a...
28/04/2024
Mediahaus delivers the first SRT live-streaming sports production over 5G with U...
15/04/2024
(Robin Marshall/Shutterstock for Sundance Film Festival)...
15/04/2024
LONDONDERRY, N.H., April 15, 2024 - L3Harris Technologies (NYSE:LHX) received a $256 million order from the U.S. Army for continued production of the Enhanced N...
15/04/2024
Montreal, Canada - April 15, 2024 - Grass Valley, a pioneer in live production s...
15/04/2024
NEW YORK In a major step forward in the broadcast industry's move to ATSC 3.0, NBCUniversal announced that it is launching personalized broadcast experience...
15/04/2024
LAS VEGAS Ross Video has announced an agreement to acquire Bannister Lake Software (BL Soft), a 31-year old Cambridge, Ontario-based provider of data-driven bro...
15/04/2024
Panasonic has revealed some of its technology that will be used for the broadcast of this summer's Olympic Games and Paralympics in Paris....
15/04/2024
Adobe Previews Breakthrough AI Innovations to Advance Professional Video Workflo...
15/04/2024
Zaxcom NAB Preview - Zaxcom's ZaxConvert Software is Now More Versatile & 10...
15/04/2024
Blackmagic Design Announces New Blackmagic PYXIS 6K
Brie Clayton April 15, 2024
0 Comments
Advanced digital film camera in an incredibly versatile des...
15/04/2024
SmallHD's Free PageOS 6 Update Adds Powerful New Capabilities to All Current...
15/04/2024
SiliconCores patented Common Cathode driver chip delivers frame rates of 240 Hz and a refresh rate of 7680Hz, enabling slow motion, multi-camera view and multip...
15/04/2024
The UK-based virtual studio, sports and events graphics company has appointed Naphtali Cave into a newly created role to drive technical innovation and creativi...
15/04/2024
CBS's daytime panel talk show The Talk will end its run with a shortened 15th season, concluding the show in December, CBS confirmed Friday....
15/04/2024
Season four of Cesar Millan: Better Human Better Dog starts on Nat Geo Friday, A...
15/04/2024
In a notable leap forward for broadcasters planning to monetize their NextGen TV broadcasts, Sinclair has announced the launch of its Broadspan datacasting pl...
15/04/2024
Like a science fiction novel where artificial intelligence is involved in everything people do, the 2024 NAB Show is seeing artificial intelligence, and in part...
15/04/2024
Sustainability was one of the big topics at NAB Show last year, and this year the topic has matured within a media environment during technological and regulato...
15/04/2024
The cloud has offered significant on-demand availability for data storage without direct active management by the user. Increasingly, however, it isn't just...
15/04/2024
At first glance, it might seem a bit odd that the 2024 NAB Show is rolling out a new feature dubbed the Creator Lab....
15/04/2024
As the media and entertainment industry meets again in Las Vegas, NAB Show kicks off the beginning of its second century. Organizers describe an agenda suited t...
15/04/2024
Celebrating its 60th Anniversary this year, Ikegami USA will introduce four new additions to its range of broadcast-quality production equipment at the 2024 NAB...
15/04/2024
Digital Anarchy Debuts Major Update to its AI-Driven Digital Makeup and Skin Ret...
15/04/2024
Grass Valley Showcases Industry-Leading Innovations and Continued Growth Milesto...
15/04/2024
Hitachi Kokusai Demonstrates ST 2110 Studio Production Workflow
Brie Clayton April 14, 2024
0 Comments
To be shown at NAB Show 2024, new Interface Kit...
15/04/2024
Pebble Collaborates with NVIDIA to Bring PRIMA - Pebble's State-of-the-Art S...
15/04/2024
Need a summer job? Love baseball? Interested in finding out about a career in sports management, food service, hospitality and more? The Greenville Yard Gnomes ...
15/04/2024
1 minute read
Share
alt=Alternative descriptive text class=lazyload main main-lazyloaded responsive-image data-v-1a5ebb10>
Tone Hegland Bachke, Executi...
15/04/2024
SportsTechBuzz at NAB 2024: Monday's Latest From Vegas By SVG Staff
Monday, April 15, 2024 - 3:00 am
Print This Story
The NAB Show is in full swing, a...
15/04/2024
Live From NAB Show 2024: Vizrts Nicholas Jameson on the Democratization of High-...
15/04/2024
Live From NAB Show 2024: Sonys Hugo Gaggioni on the Power of Sharing and Connect...
15/04/2024
Live From NAB Show 2024: Lawos Andreas Hilmer Walks Through HOME Apps, Dishes La...
15/04/2024
Live From NAB Show 2024: AWS Julie Souza on the Maturation of Live Sports Produc...
15/04/2024
Live From NAB Show 2024: FUJINON Lenses Stosh Durbacz on the Debut of the Duvo H...
15/04/2024
Haivision's Makito video encoders and decoders and Haivision Pro 5G mobile v...
15/04/2024
We are delighted to launch the new 360 Live Mosaic application on the Agama Enterprise platform, our central umbrella system.
This capability allows for the ea...
15/04/2024
Die Antwoord's collaborators: what they're doing nowDie Antwoord is a controversial hip-hop group founded in 2008. As a duo, they've also collaborat...
15/04/2024
Tonight on Smoke and Mirrors: Thandiswa hides her turmoil and goes through with ...
15/04/2024
AI promises to bring the full benefits of the digital revolution to billions acr...
15/04/2024
Facebook
Twitter
LinkedIn
COMMIT (Command Materiel and IT), the Dutch mili...
14/04/2024
St. Louis, MO - April 14, 2024 - Studio Network Solutions (SNS) announced updates to the EVO Suite of software tools included with EVO shared storage today at N...
14/04/2024
alt= class=wp-image-12028 data-lazy-srcset=https://www.studionetworksolutions.com/wp-content/uploads/2024/04/NAB-Just-Announced-960x540-1.png 960w,......
14/04/2024
Montreal, Canada - April 14, 2024 - Grass Valley, a leading innovator in live pr...
14/04/2024
A Professional Windscreen Designed for Lavalier and Headset Microphones That Guarantees Highly Efficient Wind Protection and Unrivaled Acoustic Transparency
DP...
14/04/2024
ATLANTA Integrated circuit semiconductor producer Amlogic has selected Tolka Telecommunications as its technology partner in the development of NextGen TV recei...
14/04/2024
swXtch.io has launched a strategic partner program at 2024 NAB Show, aimed at building an intelligent cloud networking ecosystem for the broadcast, media and en...
14/04/2024
Shooting the sky for AppleTV epic Masters of the Air
Adrian Pennington April 14, 2024
0 Comments
Producers Steven Spielberg and Tom Hanks required his...
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.
