Successfully reported this slideshow.
We use your LinkedIn profile and activity data to personalize ads and to show you more relevant ads. You can change your ad preferences anytime.

Empowering Radiology with AI

18,382 views

Published on

The promise of AI to provide better patient care through accelerated workflows and increased diagnostic capabilities was in full display at RSNA. Catch up with all the news and highlights from the event.

Published in: Healthcare
  • 420suppliesshop.com #How can I buy weed online in the #USA #????+1872-205-(9716) #Can I buy Weed online in #India #How do I buy weed online in #California #How can you buy weed online if it's illegal, #Do you need a safe place to buy marijuana online, #What are the best online site in #U.S.A to buy weed, marijuana, kush, #Where is the best and most secured website to buy weed, #Can you buy ready to smoke weed or hash on the internet, #Where can I buy legit weed online #How can you buy weed online if it's illegal, #How can I buy weed online in the #USA, #How do I buy weed online, #buying weed online in #China #Where can you buy weed in Houston #TX #Where can I buy weed legally online #Is it safe to buy weed using #bitcoins in #China #buying weed online in #China #How do I buy weed online in #Canada, #Where can I buy legit and top quality marijuana and hash oil, #Where do I buy marijuana online with overnight shipping, #Where can I buy marijuana safely online, #Where can I buy weed #Is it possible to buy marijuana online #love #How can I buy weed from any online cannabis #How to buy marijuana online dispensary, #legit online dispensary 2019 #How to buy weed online #Where do I get weed online with fast delivery,#Where can I buy marijuana online in #Adelaide, #How can I find Cannabis in #Kansas City #MO #Where can I buy cannabis oil online, #Where can I get weed online, #On which #Australian website can I discuss and buy marijuana #love, #dispensary near me #buy skunk online #uk #marijuana wax oil for sale online #buy marijuana wax oil online #best grade shatter for sale #24/7 marijuana delivery worldwide, #marijuana for sale #online #usa #order marijuana online,#where can i buy marijuana online, #How can i buy marijuana online, #Best place to order marijuana online #Can i buy marijuana online without script, #i want to purchase marijuana #uk #buy afghan kush #ca #medical marijuana for sale #Where can I buy weed #Marijuana For Sale #Weed For Sale #Cannabis For Sale #High Grade A Medical Marijuana For Sale #marijuana Cartridges for sale, Buy marijuana online, marijuana for sale, Buy weed online, weed for sale, buy weed online UK, buy cannabis oil online, cannabis oil for sale, wax for sale, cannabis edibles, marijuana edibles for sale, buy marijuana edibles online, marijuana seeds for sale, where to buy medical marijuana online, legal buds for sale, buy rick simpson oil online, buy weed online securely,Weed for sale USA,Marijuana for sale UK,Buy weed online Australia Weed for sale USA,Marijuana for sale UK,Buy weed online Australia, Marijuana for sale Albania, Marijuana for sale Austria,Marijuana for sale Canada, Marijuana for sale Denmark,Weed for sale Finland, Weed for sale France, Weed for sale Germany,Weed for sale Hong Kong,Weed for sale Hungary,Buy weed online Indonesia,Buy weed online Italy,Buy weed online Japan,Buy weed online Jordan,Buy weed online Mexico,Buy weed online Morocco,Buy weed online Netherlands, Buy weed online New Zealand
       Reply 
    Are you sure you want to  Yes  No
    Your message goes here
  • Meetings for sex in your area are there: https://bit.ly/2TQ8UAY
       Reply 
    Are you sure you want to  Yes  No
    Your message goes here
  • .DOWNLOAD THIS BOOKS INTO AVAILABLE FORMAT ......................................................................................................................... ......................................................................................................................... .DOWNLOAD PDF EBOOK here { https://tinyurl.com/y8nn3gmc } ......................................................................................................................... .DOWNLOAD EPUB Ebook here { https://tinyurl.com/y8nn3gmc } ......................................................................................................................... .DOWNLOAD doc Ebook here { https://tinyurl.com/y8nn3gmc } ......................................................................................................................... .DOWNLOAD PDF EBOOK here { https://tinyurl.com/y8nn3gmc } ......................................................................................................................... .DOWNLOAD EPUB Ebook here { https://tinyurl.com/y8nn3gmc } ......................................................................................................................... .DOWNLOAD doc Ebook here { https://tinyurl.com/y8nn3gmc } ......................................................................................................................... ......................................................................................................................... ......................................................................................................................... .............. Browse by Genre Available eBooks ......................................................................................................................... Art, Biography, Business, Chick Lit, Children's, Christian, Classics, Comics, Contemporary, Cookbooks, Crime, Ebooks, Fantasy, Fiction, Graphic Novels, Historical Fiction, History, Horror, Humor And Comedy, Manga, Memoir, Music, Mystery, Non Fiction, Paranormal, Philosophy, Poetry, Psychology, Religion, Romance, Science, Science Fiction, Self Help, Suspense, Spirituality, Sports, Thriller, Travel, Young Adult,
       Reply 
    Are you sure you want to  Yes  No
    Your message goes here

Empowering Radiology with AI

  1. 1. Key Takeaways from RSNA 2018 Empowering Radiology with AI
  2. 2. RADIOLOGICAL SOCIETY OF NORTH AMERICA (RSNA) RSNA hosted their 104th Scientific Assembly and Annual Meeting, the largest radiological meeting in the world, bringing together a diverse community of key luminaries, industry thought leaders, leading researchers and premier medical imaging startups.
  3. 3. RSNA: BY THE NUMBERS 45,000+ Attendees 797 Exhibitors 80+ Startups, including 41 Inception members 431 Session talks 44 Theatre presentations 951 Scientific posters 22 Instructor-Led DLI classes 1,300+ DLI attendees
  4. 4. For over 100 years, RSNA has hosted the world’s brightest minds in radiology, bringing together key opinion leaders and industry experts from around the world to discuss the latest medical imaging research, new diagnostic tools and protocols, and breakthrough technologies. NVIDIA participated once again, announcing new technologies and partnerships, spotlighting innovative research, engaging in talks and panels, and offering 22 NVIDIA Deep Learning Institute (DLI) instructor-led training sessions. RSNA 2018 LEARN MORE Source: https://blogs.nvidia.com/blog/2018/11/06/rsna-radiology-transformation-ai/
  5. 5. NOW AVAILABLE: NVIDIA CLARA SDK NVIDIA Clara SDK bundles NVIDIA technology and expertise specifically for medical imaging application developers with GPU-accelerated libraries for computing, visualization, and AI. The stack can be used at any level to create world-class applications, from reconstruction, image processing and rendering, and computational workflows for CT, MRI and ultrasound. Source: https://developer.nvidia.com/clara APPLY FOR ACCESS
  6. 6. ACCELERATING INNOVATION IN MEDICAL IMAGING NVIDIA announced the Transfer Learning Toolkit and AI Assisted Annotation SDK for Medical Imaging. The NVIDIA Transfer Learning Toolkit enables developers to harness NVIDIA’s pre-trained models to fine tune and retrain models using their own data. NVIDIA’s AI Assisted Annotation SDK speeds up the 3D annotation process for CT and MRI volumes and assists in discovering abnormalities much faster. Available early 2019. Source: https://news.developer.nvidia.com/nvidia-announces-the-transfer-learning-toolkit-and-ai-assisted-annotation-sdk-for-medical-imaging/ DISCOVER MORE
  7. 7. RAPIDS FOR HEALTHCARE At RSNA, NVIDIA showcased RAPIDS, a new open source project that brings GPU acceleration to data science workflows. Applied specifically to healthcare, RAPIDS demonstrates its potential to improve clinical care, operational efficiency, speed up drug discovery, and advance precision medicine. Source: https://rapids.ai GET STARTED WITH RAPIDS
  8. 8. COLLABORATING TO BRING AI TO THE CLINIC NVIDIA also announced partnerships with OSU Wexner Medical Center and the National Institutes of Health. OSU Wexner Medical Center and NVIDIA aim to build the first in-house AI marketplace on the NVIDIA Clara platform. NVIDIA’s partnership with the National Institutes of Health will focus on bringing AI tools to clinical trials. Source: https://www.dotmed.com/news/story/45468?s=newsreg READ THE ARTICLE
  9. 9. HARNESSING THE NVIDIA CLARA AI INFERENCE ENGINE Watch OSU Wexner Medical Center demo the NVIDIA Clara AI Inference Engine on their Coronary Artery Disease and Femur Fracture Models. Source: http://aii.osu.edu/2018/11/25/our-coronary-artery-disease-and-femur-fracture-models-in-use-with-nvidias-clara-ai-inference-engine/ WATCH NOW
  10. 10. SPOTLIGHT ON NVIDIA RESEARCH 3D Brain MRI Brain Tumor Segmentation Using Autoencoder Regularization Automated segmentation of brain tumors provides faster, accurate diagnosis to enable better treatment plans. Medical Image Synthesis for Data Augmentation and Anonymization Using Generative Adversarial Networks For the first time, researchers are using GANs to generate abnormal brain MRI images. Learning Image Restoration without Clean Data, Enhance Grainy Photos with AI A deep learning based method that can fix images by simply looking at examples of corrupted images only. Source: https://www.youtube.com/watch?v=gg0F5JjKmhA&list=PLZHnYvH1qtOaI5QZVi5OwPAqq15AMEoMl WATCH THE VIDEOS
  11. 11. AI’S PATH TO THE CLINIC Kimberly Powell delivered a talk on the technology breakthroughs that have allowed for the development of AI tools for radiologists and have created a path to bring AI to the clinic. “Through listening to radiologists and our clinical partners we have learned and created a domain specific solution for healthcare to accelerate the path of AI to the clinic.” -Kimberly Powell, VP of Healthcare, NVIDIA Source: https://www.nvidia.com/en-us/healthcare LEARN MORE
  12. 12. BUILDING AN AI FUTURE NVIDIA’s own Abdul Hamid Halabi, Global Business Development Lead for Healthcare and Life Sciences, participated in two panels and outlined the three key pieces needed to make AI a reality in the clinic: Gather data sets, develop AI infrastructure, and create algorithms to support and capture the vast amount of health sensor data. Source: http://education.rsna.org/diweb/catalog/item/eid/1030717579 LEARN MORE
  13. 13. NVIDIA DEEP LEARNING INSTITUTE (DLI) AT RSNA RSNA Deep Learning Classroom hosted 1,300+ attendees for 22 hands-on training sessions throughout the week. Led by NVIDIA DLI instructors, these sessions focused on how to apply AI to solve challenging problems in medical imaging, including 3D Segmentation of Brain MR and Advanced Data Augmentation Using GANs. Source: https://www.nvidia.com/en-us/deep-learning-ai/education/ LEARN MORE ABOUT DLI
  14. 14. A GROWING STARTUP ECOSYSTEM In just one year, startup participation at RSNA doubled--bringing in over 80 startups, including 41 NVIDIA Inception program partners. 13 Inception partners showcased their cutting- edge technology in medical imaging in the NVIDIA booth, including: Zebra Medical Vision, Imagia, 12 Sigma Technologies, IMFusion, Cephasonics Ultrasound Solutions, EMTensor, Quibim, Image Biopsy Lab, CureMetrix, Balzano, Subtle Medical, HeartVista, and NE Scientific. Source: https://www.nvidia.com/en-us/deep-learning-ai/startups/ LEARN MORE ABOUT INCEPTION
  15. 15. NUANCE HOSTS NVIDIA CLARA PLATFORM Nuance hosted NVIDIA in their booth to show how the NVIDIA deep learning platform, combined with Nuance’s PowerScribe radiology reporting and PowerShare image exchange network, enables development and deployment of imaging AI models into the AI Marketplace. “The NVIDIA Clara computing platform powers scalable inferencing of applications to the Nuance AI Marketplace. NVIDIA’s AI computing platform is available everywhere, which gives the AI Marketplace maximum flexibility, allowing health systems to keep their data securely on premise, or to take advantage of AI computing in the cloud.” -Karen Holtzberger, Vice President and General Manager of Healthcare Diagnostics, Nuance Source: https://globenewswire.com/news-release/2018/11/26/1656562/0/en/Nuance-s-AI-Marketplace-Delivers-AI-at-Scale-with-Industry-s-First-Workflow-Integrated-Market-for-Diagnostic-Imaging-Algorithms.html LEARN MORE
  16. 16. To learn more about NVIDIA in healthcare, visit: http://www.nvidia.com/healthcare

×