Patent ID: 11915419
Assignee: VERILY LIFE SCIENCES LLC
Field: Medical technology (Instruments)
Classification: CPC G | IPC G

Claim 7:
8. A system comprising:
at least one processor; and
at least one non-transitory computer-readable medium comprising processor-executable instructions stored thereupon, which, when executed by the at least one processor, cause the processor to:
receive an input image of a tissue sample of a patient;
generate a normalized image by applying a normalization model on the input image, wherein the normalization model is configured to generate normalized data using input data for a prediction model, the prediction model configured to generate prediction results using normalized data generated by the normalization model, and wherein the normalization model and the prediction model are jointly trained by comparing a first set of prediction results generated by the prediction model using a first set of normalized training inputs generated by applying the normalization model to training inputs in a set of training samples once and a second set of prediction results generated by the prediction model using a second set of normalized training inputs generated by applying the normalization model to the training inputs more than once; and
generate a prediction of disease severity for the patient by applying the prediction model on the normalized image.