The patent badge is an abbreviated version of the USPTO patent document. The patent badge does contain a link to the full patent document.

The patent badge is an abbreviated version of the USPTO patent document. The patent badge covers the following: Patent number, Date patent was issued, Date patent was filed, Title of the patent, Applicant, Inventor, Assignee, Attorney firm, Primary examiner, Assistant examiner, CPCs, and Abstract. The patent badge does contain a link to the full patent document (in Adobe Acrobat format, aka pdf). To download or print any patent click here.

Date of Patent:
Jun. 30, 2026

Filed:

Mar. 16, 2022
Applicant:

Siemens Healthineers Ag, Forchheim, DE;

Inventors:

Indraneel Borgohain, East Windsor, NJ (US);

Teodora Marina Chitiboi, Hamburg, DE;

Puneet Sharma, Princeton Junction, NJ (US);

Assignee:

Siemens Healthineers AG, Forchheim, DE;

Attorney:
Primary Examiner:
Assistant Examiner:
Int. Cl.
CPC ...
G06N 3/08 (2023.01);
U.S. Cl.
CPC ...
G06N 3/08 (2013.01);
Abstract

A neural network system for retraining operational neural networks using a synthetic data set generated by a synthetic data generator neural network is provided. The synthetic data generator network comprises an input layer for receiving an input data set; an output layer for outputting the synthetic data set; and a loss function for receiving from each operational network a value of a medical metric. The operational networks each comprise an input layer for receiving the synthetic data set; and an output layer for outputting the value of the medical metric. The synthetic data generator network is trained for generating the synthetic data set based on the loss function comprising a difference of the values of the medical metric. Each operational network is retrained using the synthetic data set.


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