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:
Sep. 15, 2026
Filed:
Sep. 28, 2023
Siemens Healthineers Ag, Forchheim, DE;
Venkatesh Narasimha Murthy, Hillsborough, NJ (US);
Bogdan Georgescu, Princeton, NJ (US);
Florin-Cristian Ghesu, Baiersdorf, DE;
Mehmet Akif Gulsun, Princeton, NJ (US);
Dominik Neumann, Erlangen, DE;
Alexandru Constantin Serban, Constanta, RO;
Dorin Comaniciu, Princeton, NJ (US);
Siemens Healthineers AG, Forchheim, DE;
Abstract
Systems and methods for performing a medical analysis task using a trained machine learning based task network are provided. Input medical data is received. A medical analysis task is performed using a trained machine learning based task network based on the input medical data. Results of the medical analysis task are output. The trained machine learning based task network is trained by: receiving unannotated training medical data; generating weakly-supervised labels for the unannotated training medical data using one or more trained machine learning based supervised learning networks; training the machine learning based task network for performing the medical analysis task based on 1) the unannotated training medical data, 2) self-supervised labels for the unannotated training medical data learned via self-supervised learning, and 3) the generated weakly-supervised labels for the unannotated training medical data; and outputting the trained machine learning based task network.