Gamma
Radionuclide medical diagnostics detects how well internal organs function. The most common techniques are SPECT Tomography and Gamma Camera scans. Recording the radiation emitted by an injected radioactive tracer from within the body, they construct a 3D image – dynamic scintigram – showing how well the organs work. We used AI to analyse these images
The Problem
Traditionally, analysis of heart, lungs and urinary tract medical images was exclusively a trained doctor’s domain. The process places a high cognitive load on the specialist and is costly, inefficient and slow.
Our Solution
Having analysed the client’s dataset, we proposed an intelligent decision support system. At the core of our AI was a proprietary modification of swarming algorithm used for informative feature selection and an information-extreme classifier with complex class containers.
Resulting intelligent advisor was capable of:
01
Processing images of heart, lungs and kidneys, automatically segmenting them to determine areas of interest requiring specific attention
02
Detecting parenchymal kidney disease by automatically classifying the data in the areas of interest in renal scintigrams
03
Diagnosing dyskinetic abnormalities and substantial damage to lungs
04
Performing automatic analysis of the myocardial perfusion imaging to diagnose various forms of ischemic heart disease and detect heart scar tissue
The Outcome
Our intelligent decision support system helped automate a number of cognitive-repetitive tasks, reducing the cognitive demands on the medical professionals. Innovative use of proprietary AI technologies resulted in 99% average decision accuracy, supporting the doctors in their decision-making and allowing them to zero in on the more difficult cases where only a human expertise would do
Other cases
02
Valkyrie
Commercial adoption of Unmanned Aerial Vehicles is growing. Various commercial use cases, from industrial inspections to mobile security applications are springing up every day. Bringing AI technologies onboard a UAV offers unprecedented opportunities to revolutionise the commercial use of UAVs
03
Lucent
Single alkali halide crystals (boules) are indispensable in a number of a very demanding applications in high energy, nuclear, space and medical physics. Growing large crystals is an expensive and complex process with strict requirements placed on their physical properties. We used AI to improve crystallisation process quality control
04
Rura
Municipal sewers require regular inspections to ensure their proper functioning. One of the most cost-effective methods for this is using CCTV with operators controlling remotely operated crawlers which move inside the sewer pipes to collect footage. Analyzing this footage to create standardized sewer condition reports is a time-consuming and cognitively repetitive process prone to human […]
05
Porcus
Our services were requested by an innovative B2B platform for the pig growing industry. A simple yet powerful production management tool, it connects owners, caregivers and veterinarians allowing them to track the pig growing process from start to finish and keep track of animal health concerns in real time
06
Kronos
Our mission was to help an innovative company fuse wearable technology and cutting-edge computational methods to deliver personalized advice on achieving peak performance. Understanding an individual’s chronotype – their sleep and wake phases – is crucial for predicting performance and productivity throughout the day. To meet the challenge of optimizing productivity, even beyond natural chronotypes, […]
