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.
Patent No.:
Date of Patent:
Oct. 03, 2023
Filed:
Oct. 16, 2020
Siemens Healthcare Gmbh, Erlangen, DE;
Sebastian Guendel, Erlangen, DE;
Arnaud Arindra Adiyoso, Nuremberg, DE;
Florin-Cristian Ghesu, Plainsboro, NJ (US);
Sasa Grbic, Plainsboro, NJ (US);
Bogdan Georgescu, Princeton, NJ (US);
Dorin Comaniciu, Princeton Junction, NJ (US);
Siemens Healthcare GmbH, Erlangen, DE;
Abstract
For machine learning for abnormality assessment in medical imaging and application of a machine-learned model, the machine learning uses regularization of the loss, such as regularization being used for training for abnormality classification in chest radiographs. The regularization may be a noise and/or correlation regularization directed to the noisy ground truth labels of the training data. The resulting machine-learned model may better classify abnormalities in medical images due to the use of the noise and/or correlation regularization in the training.
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