A University of Oklahoma researcher and a surgeon at OU Health, based in Oklahoma City, had a vision of using AI to visualize superimposed and anatomically aligned 3D CT scan data during surgery. The mission was to augment every surgery.
THE PROBLEM
"Compared to a pilot flying a plane or even a regular Google Maps user on his way to work, surgeons today have their instruments clustered behind them hanging on the wall," said Mohammad Abdul Mukit, an MS student in electrical and computer engineering at the University of Oklahoma, and a graduate fellow and research assistant. His research focuses on applications of computer vision, extended reality and AI in medical surgeries.
"The Google Maps user or the pilot gets constant, real-time updates regarding where they are, what to do next, and other vital data that helps them make split-second decisions," he explained. "They don't have to plan the trip for days or memorize every turn and detail of every landmark along the way. They just do it."
On the other hand, surgeons today have to do rigorous surgical planning, memorize the specifics of each unique case, and know all the necessary steps to ensure the safest possible surgery. Then they engage in complex procedures for several hours, with no targeting or homing devices or head-mounted displays to assist them.
"They have to feel their way to their objective and hope everything goes as they planned," Mukit said. "Through our research, we aim to change this process forever. We are making the 'Google Maps for surgery.'"
PROPOSAL
To turn this vision into reality, Mukit and OU Health plastic and reconstructive surgeon Dr. Christian El Amm have been working together since 2019. This journey, however, started in 2018, with El Amm's collaboration with energy technology company Baker Hughes.
BH specializes in using augmented reality/mixed reality and computed tomography scans to create 3D reconstructions of rock specimens. For geologists and oil and gas companies, this visualization is extremely helpful as it assists them to efficiently plan and execute drilling operations.
Mohammad Abdul Mukit, University of Oklahoma
This technology caught the attention of El Amm. He envisioned that this technology combined with AI could allow him to visualize superimposed and anatomically aligned 3D CT scan data during surgery. This could also be used to see reconstruction steps he had planned during surgery while never losing sight of the patient.
However, several key challenges needed to be solved to get a prototype mixed reality system ready for use in surgery.
MEETING THE CHALLENGE
"During the year-long collaboration, the BH team created solutions for those challenges that, until that time, were unsolved," Mukit recalled. "They implemented a client/server system. The server a high-end PC equipped with RGBD cameras would do all the computer vision work to estimate the six DoF pose of the patient's head.
"It would then stream the stored CT scan data to the client device, a Microsoft Hololens-1, for anatomically aligned visualization," he continued. "BH developed a proprietary compression algorithm that enabled them to stream a high volume of CT scan data. BG also integrated a proprietary AI engine to do the pose estimation."
This was a complex engineering project done in a very short time. After this prototype was completed, the team had a better understanding of the limitations of such a setup and the need for a better system.
"The prototype system was somewhat impractical for a surgical setting, but it was essential for better understanding our needs," Mukit said. "First, the system couldn't estimate the head pose in surgical settings when most of the patient's body was covered in clothing except the head. Next, the system needed time-consuming camera calibration steps every time we exited the app.
"This was a problem since according to our experience, surgeons accept only those devices that just work from the get-go," he continued. "They don't have the time to fiddle around with technology while they are concentrating on life-altering procedures. We also deeply felt the need for the options to control the system via voice commands. This is an essential element when it comes to surgical settings as the surgeons will always have their hands busy."
Surgeons will not be contaminating their hands by touching a computer for controlling the system or by taking off the device for recalibration. The team realized that a new, more convenient and seamless system was essential.
"I started working on building a better system from scratch in 2019, once the official collaboration ended with BH," Mukit said. "Since then, we have moved most of the essential tasks to the edge, the head-mounted display itself. We also leveraged CT scan data to train and deploy machine learning models, which are more robust in head pose estimation than before.
"We developed 'marker-less tracking,' which allows the CT scan or other images to be superimposed using artificial intelligence instead of cumbersome markers to guide the way," he added. "We then eliminated the need for any manual camera calibration."
Finally, they added voice commands. All these moves made the apps/system plug-and-play for surgeons, Mukit said.
"Due to their convenience and usefulness, the apps were very warmly welcomed by the OU-Medicine surgeons," he noted. "Suddenly ideas, feature requests, queries were just pouring in from different medical experts. I realized then that we had something really special in our hands and that we had only scratched the surface. We started developing these features for each unique genre of surgery."
Gradually, this made the system enriched with various useful features and led to unique innovations, he added.
RESULTS
El Amm has begun using the device during surgical cases to enhance the safety and efficiency of complex reconstructions. Many of his patients come to him for craniofacial reconstruction after a traumatic injury; others have congenital deformities.
Thus far, he has used the device for several cases, including reconstructing a patient's ear. The system took a mirror image of the patient's other ear, then the device overlaid it on the other side, allowing El Amm to precisely attach a reconstructed ear. In the past, he would cut a template of the ear and aim for precision using the naked eye.
In another surgical case, which required an 18-step reconstruction of the face, the device overlaid the patient's CT scan on top of his real bones.
"Each one of those bones needed to be cut and moved in a precise direction," El Amm said. "The device allowed us to see the bones individually, then it displayed each of the cuts and each of the movements, which allowed the surgeon to verify that he had gone through all those steps. It's basically walking through the steps of surgery in virtual reality."
ADVICE FOR OTHERS
"When you change the way you see the world, you change the world you see," Mukit said. "That is what mixed reality was made for. MR is the next general-purpose computer. Powerful technology will no longer be in your pockets or at your desks.
"Through MR, it will be integrated with your human self," he continued. "It will change how you solve problems, which in turn will lead to new creative ways of solving problems with AI. I think that within the next few years we are going to see another technology revolution. Especially after a mixed reality head-set is unveiled in 2023, which is reported to be lighter than any other visors in the market."
Currently, almost every industry is integrating mixed reality headsets into their businesses rightly so, as the gains are evident, he added.
"This technology is now mature enough for countless possible applications in almost every industry and especially in healthcare," he concluded. "Mixed reality has not made its way fully into this industry yet. We have only scratched the surface, and already in a few months, we have seen such an overwhelming tsunami of ideas from experts. Ideas that now can be implemented with ease.
"These application scenarios range from education and training to making surgeries safer, faster and more economical for both the surgeons and patients. The time to jump into mixed reality is now."
Twitter:@SiwickiHealthITEmail the writer:bsiwicki@himss.orgHealthcare IT News is a HIMSS Media publication.
Visit link:
Surgeon and researcher innovate with mixed reality and AI for safer surgeries - Healthcare IT News
- AI File Extension - Open . AI Files - FileInfo [Last Updated On: June 14th, 2016] [Originally Added On: June 14th, 2016]
- Ai | Define Ai at Dictionary.com [Last Updated On: June 16th, 2016] [Originally Added On: June 16th, 2016]
- ai - Wiktionary [Last Updated On: June 22nd, 2016] [Originally Added On: June 22nd, 2016]
- Adobe Illustrator Artwork - Wikipedia, the free encyclopedia [Last Updated On: June 25th, 2016] [Originally Added On: June 25th, 2016]
- AI File - What is it and how do I open it? [Last Updated On: June 29th, 2016] [Originally Added On: June 29th, 2016]
- Ai - Definition and Meaning, Bible Dictionary [Last Updated On: July 25th, 2016] [Originally Added On: July 25th, 2016]
- ai - Dizionario italiano-inglese WordReference [Last Updated On: July 25th, 2016] [Originally Added On: July 25th, 2016]
- Bible Map: Ai [Last Updated On: August 30th, 2016] [Originally Added On: August 30th, 2016]
- Ai dictionary definition | ai defined - YourDictionary [Last Updated On: August 30th, 2016] [Originally Added On: August 30th, 2016]
- Ai (poet) - Wikipedia, the free encyclopedia [Last Updated On: August 30th, 2016] [Originally Added On: August 30th, 2016]
- AI file extension - Open, view and convert .ai files [Last Updated On: August 30th, 2016] [Originally Added On: August 30th, 2016]
- History of artificial intelligence - Wikipedia, the free ... [Last Updated On: August 30th, 2016] [Originally Added On: August 30th, 2016]
- Artificial intelligence (video games) - Wikipedia, the free ... [Last Updated On: August 30th, 2016] [Originally Added On: August 30th, 2016]
- North Carolina Chapter of the Appraisal Institute [Last Updated On: September 8th, 2016] [Originally Added On: September 8th, 2016]
- Ai Weiwei - Wikipedia, the free encyclopedia [Last Updated On: September 11th, 2016] [Originally Added On: September 11th, 2016]
- Adobe Illustrator Artwork - Wikipedia [Last Updated On: November 17th, 2016] [Originally Added On: November 17th, 2016]
- 5 everyday products and services ripe for AI domination - VentureBeat [Last Updated On: February 6th, 2017] [Originally Added On: February 6th, 2017]
- Realdoll builds artificially intelligent sex robots with programmable personalities - Fox News [Last Updated On: February 6th, 2017] [Originally Added On: February 6th, 2017]
- ZeroStack Launches AI Suite for Self-Driving Clouds - Yahoo Finance [Last Updated On: February 6th, 2017] [Originally Added On: February 6th, 2017]
- AI and the Ghost in the Machine - Hackaday [Last Updated On: February 6th, 2017] [Originally Added On: February 6th, 2017]
- Why Google, Ideo, And IBM Are Betting On AI To Make Us Better Storytellers - Fast Company [Last Updated On: February 6th, 2017] [Originally Added On: February 6th, 2017]
- Roses are red, violets are blue. Thanks to this AI, someone'll fuck you. - The Next Web [Last Updated On: February 6th, 2017] [Originally Added On: February 6th, 2017]
- Wearable AI Detects Tone Of Conversation To Make It Navigable (And Nicer) For All - Forbes [Last Updated On: February 6th, 2017] [Originally Added On: February 6th, 2017]
- Who Leads On AI: The CIO Or The CDO? - Forbes [Last Updated On: February 6th, 2017] [Originally Added On: February 6th, 2017]
- AI For Matching Images With Spoken Word Gets A Boost From MIT - Fast Company [Last Updated On: February 7th, 2017] [Originally Added On: February 7th, 2017]
- Teach undergrads ethics to ensure future AI is safe compsci boffins - The Register [Last Updated On: February 7th, 2017] [Originally Added On: February 7th, 2017]
- AI is here to save your career, not destroy it - VentureBeat [Last Updated On: February 7th, 2017] [Originally Added On: February 7th, 2017]
- A Heroic AI Will Let You Spy on Your Lawmakers' Every Word - WIRED [Last Updated On: February 7th, 2017] [Originally Added On: February 7th, 2017]
- With a $16M Series A, Chorus.ai listens to your sales calls to help your team close deals - TechCrunch [Last Updated On: February 7th, 2017] [Originally Added On: February 7th, 2017]
- Microsoft AI's next leap forward: Helping you play video games - CNET [Last Updated On: February 7th, 2017] [Originally Added On: February 7th, 2017]
- Samsung Galaxy S8's Bixby AI could beat Google Assistant on this front - CNET [Last Updated On: February 7th, 2017] [Originally Added On: February 7th, 2017]
- 3 common jobs AI will augment or displace - VentureBeat [Last Updated On: February 7th, 2017] [Originally Added On: February 7th, 2017]
- Stephen Hawking and Elon Musk endorse new AI code - Irish Times [Last Updated On: February 9th, 2017] [Originally Added On: February 9th, 2017]
- SumUp co-founders are back with bookkeeping AI startup Zeitgold - TechCrunch [Last Updated On: February 9th, 2017] [Originally Added On: February 9th, 2017]
- Five Trends Business-Oriented AI Will Inspire - Forbes [Last Updated On: February 9th, 2017] [Originally Added On: February 9th, 2017]
- AI Systems Are Learning to Communicate With Humans - Futurism [Last Updated On: February 9th, 2017] [Originally Added On: February 9th, 2017]
- Pinterest uses AI and your camera to recommend pins - Engadget [Last Updated On: February 9th, 2017] [Originally Added On: February 9th, 2017]
- Chinese Firms Racing to the Front of the AI Revolution - TOP500 News [Last Updated On: February 9th, 2017] [Originally Added On: February 9th, 2017]
- Real life CSI: Google's new AI system unscrambles pixelated faces - The Guardian [Last Updated On: February 9th, 2017] [Originally Added On: February 9th, 2017]
- AI could transform the way governments deliver public services - The Guardian [Last Updated On: February 9th, 2017] [Originally Added On: February 9th, 2017]
- Amazon Is Humiliating Google & Apple In The AI Wars - Forbes [Last Updated On: February 9th, 2017] [Originally Added On: February 9th, 2017]
- What's Still Missing From The AI Revolution - Co.Design (blog) [Last Updated On: February 9th, 2017] [Originally Added On: February 9th, 2017]
- Legaltech 2017: Announcements, AI, And The Future Of Law - Above the Law [Last Updated On: February 10th, 2017] [Originally Added On: February 10th, 2017]
- Can AI make Facebook more inclusive? - Christian Science Monitor [Last Updated On: February 10th, 2017] [Originally Added On: February 10th, 2017]
- How a poker-playing AI could help prevent your next bout of the flu - ExtremeTech [Last Updated On: February 10th, 2017] [Originally Added On: February 10th, 2017]
- Dynatrace Drives Digital Innovation With AI Virtual Assistant - Forbes [Last Updated On: February 10th, 2017] [Originally Added On: February 10th, 2017]
- AI and the end of truth - VentureBeat [Last Updated On: February 10th, 2017] [Originally Added On: February 10th, 2017]
- Taser bought two computer vision AI companies - Engadget [Last Updated On: February 10th, 2017] [Originally Added On: February 10th, 2017]
- Google's DeepMind pits AI against AI to see if they fight or cooperate - The Verge [Last Updated On: February 10th, 2017] [Originally Added On: February 10th, 2017]
- The Coming AI Wars - Huffington Post [Last Updated On: February 10th, 2017] [Originally Added On: February 10th, 2017]
- Is President Trump a model for AI? - CIO [Last Updated On: February 11th, 2017] [Originally Added On: February 11th, 2017]
- Who will have the AI edge? - Bulletin of the Atomic Scientists [Last Updated On: February 11th, 2017] [Originally Added On: February 11th, 2017]
- How an AI took down four world-class poker pros - Engadget [Last Updated On: February 11th, 2017] [Originally Added On: February 11th, 2017]
- We Need a Plan for When AI Becomes Smarter Than Us - Futurism [Last Updated On: February 11th, 2017] [Originally Added On: February 11th, 2017]
- See how old Amazon's AI thinks you are - The Verge [Last Updated On: February 11th, 2017] [Originally Added On: February 11th, 2017]
- Ford to invest $1 billion in autonomous vehicle tech firm Argo AI - Reuters [Last Updated On: February 11th, 2017] [Originally Added On: February 11th, 2017]
- Zero One: Are You Ready for AI? - MSPmentor [Last Updated On: February 11th, 2017] [Originally Added On: February 11th, 2017]
- Ford bets $1B on Argo AI: Why Silicon Valley and Detroit are teaming up - Christian Science Monitor [Last Updated On: February 12th, 2017] [Originally Added On: February 12th, 2017]
- Google Test Of AI's Killer Instinct Shows We Should Be Very Careful - Gizmodo [Last Updated On: February 12th, 2017] [Originally Added On: February 12th, 2017]
- Google's New AI Has Learned to Become "Highly Aggressive" in Stressful Situations - ScienceAlert [Last Updated On: February 13th, 2017] [Originally Added On: February 13th, 2017]
- An artificially intelligent pathologist bags India's biggest funding in healthcare AI - Tech in Asia [Last Updated On: February 13th, 2017] [Originally Added On: February 13th, 2017]
- Ford pledges $1bn for AI start-up - BBC News [Last Updated On: February 13th, 2017] [Originally Added On: February 13th, 2017]
- Dyson opens new Singapore tech center with focus on R&D in AI and software - TechCrunch [Last Updated On: February 13th, 2017] [Originally Added On: February 13th, 2017]
- How to Keep Your AI From Turning Into a Racist Monster - WIRED [Last Updated On: February 13th, 2017] [Originally Added On: February 13th, 2017]
- How Chinese Internet Giant Baidu Uses AI And Machine Learning - Forbes [Last Updated On: February 13th, 2017] [Originally Added On: February 13th, 2017]
- Humans engage AI in translation competition - The Stack [Last Updated On: February 15th, 2017] [Originally Added On: February 15th, 2017]
- Watch Drive.ai's self-driving car handle California city streets on a ... - TechCrunch [Last Updated On: February 15th, 2017] [Originally Added On: February 15th, 2017]
- Cryptographers Dismiss AI, Quantum Computing Threats - Threatpost [Last Updated On: February 15th, 2017] [Originally Added On: February 15th, 2017]
- Is AI making credit scores better, or more confusing? - American Banker [Last Updated On: February 15th, 2017] [Originally Added On: February 15th, 2017]
- AI and Robotics Trends: Experts Predict - Datamation [Last Updated On: February 15th, 2017] [Originally Added On: February 15th, 2017]
- IoT And AI: Improving Customer Satisfaction - Forbes [Last Updated On: February 15th, 2017] [Originally Added On: February 15th, 2017]
- AI's Factions Get Feisty. But Really, They're All on the Same Team - WIRED [Last Updated On: February 15th, 2017] [Originally Added On: February 15th, 2017]
- Elon Musk: Humans must become cyborgs to avoid AI domination - The Independent [Last Updated On: February 15th, 2017] [Originally Added On: February 15th, 2017]
- Facebook Push Into Video Allows Time To Catch Up On AI Applications - Investor's Business Daily [Last Updated On: February 15th, 2017] [Originally Added On: February 15th, 2017]
- Defining AI, Machine Learning, and Deep Learning - insideHPC [Last Updated On: February 15th, 2017] [Originally Added On: February 15th, 2017]
- AI Predicts Autism From Infant Brain Scans - IEEE Spectrum [Last Updated On: February 15th, 2017] [Originally Added On: February 15th, 2017]
- The Rise of AI Makes Emotional Intelligence More Important - Harvard Business Review [Last Updated On: February 15th, 2017] [Originally Added On: February 15th, 2017]
- Google's AI Learns Betrayal and "Aggressive" Actions Pay Off - Big Think [Last Updated On: February 15th, 2017] [Originally Added On: February 15th, 2017]
- AI faces hype, skepticism at RSA cybersecurity show - PCWorld [Last Updated On: February 15th, 2017] [Originally Added On: February 15th, 2017]
- New AI Can Write and Rewrite Its Own Code to Increase Its Intelligence - Futurism [Last Updated On: February 17th, 2017] [Originally Added On: February 17th, 2017]