Datenschutzbewahrende Datenpflege für Föderiertes Lernen

Details

Veröffentlichungs-Nr.

EP4156201

Aktenzeichen

EP22197917

Anmeldetag

27. September 2022

Veröffentlichung

31. Dezember 2025

Erteilung

31. Dezember 2025

Rechtsraum

EP

IPC

G16H30/40G16H50/20G16H50/70G06F21/62G06N20/00// G16H80/00

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 (141). 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 (121) so that inappropriate data samples can be excluded during federated learning rounds.

Anmelder

Firmen

Siemens Healthineers AG
Siemens Healthcare GmbH

Land

🇩🇪 Deutschland

Fachgebiete