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:
Mar. 19, 2024

Filed:

Sep. 28, 2021
Applicant:

Siemens Healthineers Ag, Forchheim, DE;

Inventors:

Youngjin Yoo, Princeton, NJ (US);

Gianluca Paladini, Skillman, NJ (US);

Eli Gibson, Plainsboro, NJ (US);

Pragneshkumar Patel, East Windsor, NJ (US);

Poikavila Ullaskrishnan, Lebanon, NH (US);

Assignee:

Siemens Healthineers AG, Forchheim, DE;

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06F 21/62 (2013.01); G06N 20/00 (2019.01); G06N 20/20 (2019.01); G16H 30/40 (2018.01); G16H 50/20 (2018.01); G16H 50/70 (2018.01); G16H 80/00 (2018.01);
U.S. Cl.
CPC ...
G06F 21/6245 (2013.01); G06F 21/6254 (2013.01); G06N 20/20 (2019.01); G16H 50/20 (2018.01); G16H 50/70 (2018.01); G06N 20/00 (2019.01); G16H 30/40 (2018.01); G16H 80/00 (2018.01);
Abstract

Systems and methods facilitate privacy-preserving data curation in a federated learning system by transmitting a portion of a potential data sample to a remote location. The portion is inspected for quality to rule out data samples that do not satisfy data curation criteria. The remote examination focuses on checking the region of interest but maintains privacy as the examination is unable to parse any other identifiable subject information such as face, body shape etc. because pixels or voxels outside the portion are not included. The examination results are sent back to the collaborators so that inappropriate data samples can be excluded during federated learning rounds.


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