Researchers from the Byers Eye Institute at Stanford University have found a way to use artificial intelligence to fight a complication of diabetes that affects the eyes. This advance has the potential to reduce the worldwide rate of vision loss due to diabetes.
In a study published online in Ophthalmology, the journal of the American Academy of Ophthalmology, the researchers describe how they used deep-learning methods to create an automated algorithm to detect diabetic retinopathy. Diabetic retinopathy (DR) is a condition that damages the blood vessels at the back of the eye, potentially causing blindness.
"What we showed is that an artificial intelligence-based grading algorithm can be used to identify, with high reliability, which patients should be referred to an ophthalmologist for further evaluation and treatment," said Theodore Leng, M.D., lead author. "If properly implemented on a worldwide basis, this algorithm has the potential to reduce the workload on doctors and increase the efficiency of limited healthcare resources. We hope that this technology will have the greatest impact in parts of the world where ophthalmologists are in short supply."
Another advantage is that the algorithm does not require any specialized, inaccessible, or costly computer equipment to grade images. It can be run on a common personal computer or smartphone with average processors.
Deep learning is on the rise in computer science and medicine because it can teach computers to do what our brains do naturally. What Dr. Leng and his colleagues did was to create an algorithm based on more than 75,000 images from a wide range of patients representing several ethnicities, and then used it to teach a computer to identify between healthy patients and those with any stage of disease, from mild to severe.
Dr. Leng's algorithm could identify all disease stages, from mild to severe, with an accuracy rate of 94 percent. It would be these patients that should see an ophthalmologist for further examination. An ophthalmologist is a physician who specializes in the medical and surgical treatment of eye diseases and conditions.
Diabetes affects more than 415 million people worldwide or 1 in every 11 adults. About 45 percent of diabetic patients are likely to have diabetic retinopathy at some point in their life; however, fewer than half of patients are aware of their condition. Early detection and treatment are integral to combating this worldwide epidemic of preventable vision loss.
Ophthalmologists typically diagnose the presence and severity of diabetic retinopathy by direct examination of the back of the eye and by evaluation of color photographs of the fundus, the interior lining of the eye. Given the large number of diabetes patients globally, this process is expensive and time-consuming. Also, previous studies have shown that detection is somewhat subjective, even among trained specialists. This is why an effective, automated algorithm could potentially reduce the rate of worldwide blindness.
Story Source:
Materials provided by American Academy of Ophthalmology (AAO). Note: Content may be edited for style and length.
Link:
Artificial intelligence shows potential to fight blindness - Science Daily
- What is Artificial Intelligence (AI)? - Definition from ... [Last Updated On: June 12th, 2016] [Originally Added On: June 12th, 2016]
- Artificial Intelligence | Neuro AI [Last Updated On: June 12th, 2016] [Originally Added On: June 12th, 2016]
- Association for the Advancement of Artificial Intelligence [Last Updated On: June 13th, 2016] [Originally Added On: June 13th, 2016]
- A.I. Artificial Intelligence - Wikipedia, the free ... [Last Updated On: June 17th, 2016] [Originally Added On: June 17th, 2016]
- Artificial Intelligence - The New York Times [Last Updated On: June 17th, 2016] [Originally Added On: June 17th, 2016]
- Intro to Artificial Intelligence Course and Training ... [Last Updated On: June 28th, 2016] [Originally Added On: June 28th, 2016]
- Artificial Intelligence | Neuro AI [Last Updated On: July 1st, 2016] [Originally Added On: July 1st, 2016]
- What is Artificial Intelligence (AI)? Webopedia Definition [Last Updated On: July 1st, 2016] [Originally Added On: July 1st, 2016]
- Intro to Artificial Intelligence Course and Training Online ... [Last Updated On: July 5th, 2016] [Originally Added On: July 5th, 2016]
- Artificial Intelligence News -- ScienceDaily [Last Updated On: September 16th, 2016] [Originally Added On: September 16th, 2016]
- Artificial intelligence positioned to be a game-changer - CBS ... [Last Updated On: October 13th, 2016] [Originally Added On: October 13th, 2016]
- Artificial Intelligence: A Modern Approach - amazon.com [Last Updated On: October 31st, 2016] [Originally Added On: October 31st, 2016]
- Artificial Intelligence - IndiaBIX [Last Updated On: November 23rd, 2016] [Originally Added On: November 23rd, 2016]
- The Non-Technical Guide to Machine Learning & Artificial ... [Last Updated On: November 23rd, 2016] [Originally Added On: November 23rd, 2016]
- Artificial Intelligence - Graduate Schools of Science ... [Last Updated On: November 23rd, 2016] [Originally Added On: November 23rd, 2016]
- Artificial Intelligence in Medicine: An Introduction [Last Updated On: November 23rd, 2016] [Originally Added On: November 23rd, 2016]
- What does artificial intelligence mean? - Definitions.net [Last Updated On: November 23rd, 2016] [Originally Added On: November 23rd, 2016]
- Artificial Intelligence Lockheed Martin [Last Updated On: November 23rd, 2016] [Originally Added On: November 23rd, 2016]
- Artificial Intelligence Course - Computer Science at CCSU [Last Updated On: November 23rd, 2016] [Originally Added On: November 23rd, 2016]
- FREE Artificial Intelligence Essay - Example Essays [Last Updated On: November 23rd, 2016] [Originally Added On: November 23rd, 2016]
- Elon Musk's artificial intelligence group signs Microsoft ... [Last Updated On: November 23rd, 2016] [Originally Added On: November 23rd, 2016]
- Real FX - Slotless Racing with Artificial Intelligence [Last Updated On: November 23rd, 2016] [Originally Added On: November 23rd, 2016]
- Artificial Intelligence: What It Is and How It Really Works [Last Updated On: January 4th, 2017] [Originally Added On: January 4th, 2017]
- Artificial Intelligence Market Size and Forecast by 2024 [Last Updated On: January 4th, 2017] [Originally Added On: January 4th, 2017]
- Algorithm-Driven Design: How Artificial Intelligence Is ... [Last Updated On: January 4th, 2017] [Originally Added On: January 4th, 2017]
- 9 Development in Artificial Intelligence | Funding a ... [Last Updated On: January 4th, 2017] [Originally Added On: January 4th, 2017]
- Artificial Intelligence Tops Humans in Poker Battle What's the Big Deal? - PokerNews.com [Last Updated On: February 6th, 2017] [Originally Added On: February 6th, 2017]
- Is AI a Threat to Christianity? - The Atlantic [Last Updated On: February 6th, 2017] [Originally Added On: February 6th, 2017]
- Allow mathematicians to pierce artificial intelligence frontiers - Livemint [Last Updated On: February 6th, 2017] [Originally Added On: February 6th, 2017]
- Montreal sees its future in smart sensors, artificial intelligence (with video) - Computerworld [Last Updated On: February 6th, 2017] [Originally Added On: February 6th, 2017]
- Silicon Valley Hedge Fund Takes On Wall Street With AI Trader - Bloomberg [Last Updated On: February 6th, 2017] [Originally Added On: February 6th, 2017]
- The Observer view on artificial intelligence - The Guardian [Last Updated On: February 6th, 2017] [Originally Added On: February 6th, 2017]
- Artificial Intelligence Is Coming Whether You Like It Or Not - Mother Jones [Last Updated On: February 6th, 2017] [Originally Added On: February 6th, 2017]
- RealDoll Creating Artificial Intelligence System, Robotic Sex Dolls ... - Breitbart News [Last Updated On: February 7th, 2017] [Originally Added On: February 7th, 2017]
- Forget lessons, these smart skis are loaded with artificial intelligence - Mashable [Last Updated On: February 7th, 2017] [Originally Added On: February 7th, 2017]
- Artificial Intelligence Correctly Predicted the Patriots' 34-28 Super ... - Digital Trends [Last Updated On: February 7th, 2017] [Originally Added On: February 7th, 2017]
- Why C-Levels Need To Think About eLearning And Artificial Intelligence - Forbes [Last Updated On: February 7th, 2017] [Originally Added On: February 7th, 2017]
- Artificial Intelligence-Driven Robots: More Brains Than Brawn - Forbes [Last Updated On: February 7th, 2017] [Originally Added On: February 7th, 2017]
- Artificial intelligence: How to build the business case - ZDNet [Last Updated On: February 7th, 2017] [Originally Added On: February 7th, 2017]
- What 'social artificial intelligence' means for marketers - VentureBeat [Last Updated On: February 7th, 2017] [Originally Added On: February 7th, 2017]
- Actress Kristen Stewart's Research Paper On Artificial Intelligence: A Critical Evaluation - Forbes [Last Updated On: February 7th, 2017] [Originally Added On: February 7th, 2017]
- Baidu cut its healthcare business to concentrate on artificial intelligence - Asia Times [Last Updated On: February 9th, 2017] [Originally Added On: February 9th, 2017]
- Google Android Wear 2.0 update puts artificial intelligence inside your wristwatch - The Sun [Last Updated On: February 9th, 2017] [Originally Added On: February 9th, 2017]
- How criminals use Artificial Intelligence and Machine Learning - BetaNews [Last Updated On: February 9th, 2017] [Originally Added On: February 9th, 2017]
- In the Labs: Connected vehicles in Ohio, artificial intelligence in Illinois and Massachusetts - Network World [Last Updated On: February 9th, 2017] [Originally Added On: February 9th, 2017]
- Keeping an eye on artificial intelligence - The National Business Review [Last Updated On: February 10th, 2017] [Originally Added On: February 10th, 2017]
- Actors, teachers, therapists think your job is safe from artificial intelligence? Think again - The Guardian [Last Updated On: February 10th, 2017] [Originally Added On: February 10th, 2017]
- Wells Fargo Innovation Group to Focus on Artificial Intelligence, Payments and APIs - Wall Street Journal (blog) [Last Updated On: February 10th, 2017] [Originally Added On: February 10th, 2017]
- SAP aims to step up its artificial intelligence, machine learning game as S/4HANA hits public cloud - ZDNet [Last Updated On: February 10th, 2017] [Originally Added On: February 10th, 2017]
- Artificial Intelligence Is Coming To Police Bodycams, Raising Privacy Concerns - Forbes [Last Updated On: February 10th, 2017] [Originally Added On: February 10th, 2017]
- Nvidia Beats Earnings Estimates As Its Artificial Intelligence Business Keeps On Booming - Forbes [Last Updated On: February 10th, 2017] [Originally Added On: February 10th, 2017]
- Could Artificial Intelligence Ever Become A Threat To Humanity? - Forbes [Last Updated On: February 10th, 2017] [Originally Added On: February 10th, 2017]
- Artificial intuition will supersede artificial intelligence, experts say - Network World [Last Updated On: February 11th, 2017] [Originally Added On: February 11th, 2017]
- The Peril of Inaction with Artificial Intelligence - Gigaom [Last Updated On: February 11th, 2017] [Originally Added On: February 11th, 2017]
- TASER International Bringing Artificial Intelligence to Law Enforcement - Motley Fool [Last Updated On: February 11th, 2017] [Originally Added On: February 11th, 2017]
- LG G6 teasers emphasize battery life, artificial intelligence - CNET [Last Updated On: February 11th, 2017] [Originally Added On: February 11th, 2017]
- Wells Fargo sets up artificial intelligence team in tech push - Reuters [Last Updated On: February 11th, 2017] [Originally Added On: February 11th, 2017]
- Ford spending $1 billion on self-driving artificial intelligence - CNET [Last Updated On: February 11th, 2017] [Originally Added On: February 11th, 2017]
- Artificial Intelligence in Business Process Automation - Nanalyze [Last Updated On: February 12th, 2017] [Originally Added On: February 12th, 2017]
- An artificial intelligence gamble that paid off - Minneapolis Star Tribune [Last Updated On: February 12th, 2017] [Originally Added On: February 12th, 2017]
- Ford to Invest $1 Billion in Artificial Intelligence Start-Up - New York Times [Last Updated On: February 12th, 2017] [Originally Added On: February 12th, 2017]
- Wells Fargo Pushes Into Artificial Intelligence - Fortune [Last Updated On: February 13th, 2017] [Originally Added On: February 13th, 2017]
- Artificial intelligence predictions surpass reality - UT The Daily Texan [Last Updated On: February 13th, 2017] [Originally Added On: February 13th, 2017]
- Creating artificial intelligence-driven technology products is almost like unleashing the Frankenstein's monster - Economic Times (blog) [Last Updated On: February 13th, 2017] [Originally Added On: February 13th, 2017]
- Inside Intel Corporation's Artificial Intelligence Strategy - Motley Fool [Last Updated On: February 13th, 2017] [Originally Added On: February 13th, 2017]
- The artificial intelligence revolutionising healthcare - Irish Times [Last Updated On: February 13th, 2017] [Originally Added On: February 13th, 2017]
- Ford Announces Investment in Artificial Intelligence Company Argo AI - Motor Trend [Last Updated On: February 13th, 2017] [Originally Added On: February 13th, 2017]
- Ford Invests $1-Billion in Artificial Intelligence - AutoGuide.com [Last Updated On: February 13th, 2017] [Originally Added On: February 13th, 2017]
- Salesforce adds some artificial intelligence to customer service products - TechCrunch [Last Updated On: February 13th, 2017] [Originally Added On: February 13th, 2017]
- No hype, just fact: Artificial intelligence in simple business terms - ZDNet [Last Updated On: February 15th, 2017] [Originally Added On: February 15th, 2017]
- Artificial Intelligence and The Confusion of Our Age - Patheos (blog) [Last Updated On: February 15th, 2017] [Originally Added On: February 15th, 2017]
- How Artificial Intelligence Startups Struck Gold - Entrepreneur [Last Updated On: February 15th, 2017] [Originally Added On: February 15th, 2017]
- Terrifyingly, Google's Artificial Intelligence acts aggressive when cornered - Chron.com [Last Updated On: February 15th, 2017] [Originally Added On: February 15th, 2017]
- This Startup Has Developed A New Artificial Intelligence That Can (Sometimes) Beat Google - Forbes [Last Updated On: February 15th, 2017] [Originally Added On: February 15th, 2017]
- RPI artificial intelligence expert looks at Westworld - Albany Times Union [Last Updated On: February 15th, 2017] [Originally Added On: February 15th, 2017]
- Google's DeepMind artificial intelligence becomes 'highly aggressive' when stressed. Skynet, anyone? - Mirror.co.uk [Last Updated On: February 15th, 2017] [Originally Added On: February 15th, 2017]
- Artificial Intelligence Enters The Classroom - News One [Last Updated On: February 15th, 2017] [Originally Added On: February 15th, 2017]
- John Pisarek Talks Artificial Intelligence - Customer Think [Last Updated On: February 15th, 2017] [Originally Added On: February 15th, 2017]
- Can Artificial Intelligence Predict Earthquakes? - Scientific American [Last Updated On: February 15th, 2017] [Originally Added On: February 15th, 2017]
- Artificial Intelligence Is Becoming A Major Disruptive Force In Banks' Finance Departments - Forbes [Last Updated On: February 15th, 2017] [Originally Added On: February 15th, 2017]