Back to results
US 2026/0065481 A1Published application
Method and System for Predicting Manifestation or Progression of a Retinal Malady and Method for Training Machine Learning (ML) Models for the Same
AssigneeAeye Health, Inc.
InventorsZack DVEY-AHARON, Danny MARGALIT, Amit WOHL, Yovel ROM
Life of this patent
Estimating the term…
Abstract
A method for making a prediction regarding a malady in a retina of a subject, the method including: (a) receiving at least one retinal image of the retina; (b) calculating a prediction about the retina based on the at least one retinal image of the retina using at least one specialized machine learning (ML) model, the prediction pertaining to whether the malady will develop or manifest or progress in the retina within a time-period.
Claims11
A method for training machine learning (ML) models, the method comprising:
- (a) providing a single pre-trained ML model;
- (b) training said single pre-trained ML model on a plurality of first retinal images having a first order to produce a single trained ML model, for each of said first retinal images providing a corresponding information item relating to a first predefined type, so as to be able to predict said corresponding information item of said predefined type for new retinal images;
- (c) training said single trained ML model on a plurality of second retinal images including images of healthy and pre-clinical retinas, with regards to a predefined malady, to produce a specialized ML model able to provide prediction data as to whether said new retinal images of new retinas are indicative of said predefined malady manifesting or progressing in said new retinas over a given time-period.
Dependencies are inferred from the claim text.