Machine Learning
Machine learning is a powerful tool that can take what we don’t see and make it visible. Our proprietary machine learning engine and multi-dimensional analytics pipeline can now take a retinal image, whether high quality or low, and process it to deliver a deeper digital view layered with both a heat map and digital map. This greater granularity and clarity provides quick insights to the healthcare provider about potential abnormalities in a matter of seconds. This data-driven capability will enable OcuVue™ to provide guided referrals to specialists when combined with the functional data output from our digital platform.
*The OcuVue™ prototype and associated technologies are not commercially available.
Integrating the power of machine learning with OcuVue™, RetTech can now deliver a highly accurate, yet low-cost solution for the early detection of potentially devastating eye diseases that if left untreated, can lead to blindness.
Our guided referral approach will allow many more patients to be regularly tested with the goal of building a stronger alliance between primary care and vision care through advanced machine learning. Vision specialists will still do what they do best – diagnose and treat, and helping to save the eyesight of many more people.
We have developed an end-to-end machine learning pipeline that ingests both high- and low-resolution retinal images, processes them for machine learning analysis, and constructs visualizations to augment clinician decision-making.
Although the flexibility of our software pipeline enables for assessment of any disease endpoint of interest, we have developed our first algorithm for the detection of diabetic retinopathy due to its high prevalence and insidious onset.
The resulting heatmap and data map aim to orient the clinician toward pathologies in the retinal image that may escape the naked eye. This technology, coupled with our modular retinal camera, will allow more clinicians to screen patients across all settings, which we hope will enable greater access to world-class care and ultimately reduce the disease burden associated with diabetic retinopathy and other eye conditions around the world.
*The OcuVue™ prototype and associated technologies are not commercially available.