logo

For the Inventor, By the Inventor

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.:

US 12524701 B1

PDFFull Text
Date of Patent:
Jan. 13, 2026

Filed:

Jan. 06, 2021

Device and computer-implemented method for data-efficient active machine learning

Applicant:

Robert Bosch Gmbh, Stuttgart, DE;

Inventors:

Christian Haase-Schuetz, Fellbach, DE;

Peter Moeller, Heidelberg, DE;

Assignee:

Robert Bosch GmbH, Stuttgart, DE;

Attorney:

Norton Rose Fulbright US LLP

Primary Examiner:

David R Vincent

Int. Cl.
CPC ...
G06N 20/00 (2019.01); G06F 18/211 (2023.01); G06F 18/214 (2023.01); G06F 18/2415 (2023.01); G06F 18/2431 (2023.01); G06V 10/764 (2022.01); G06V 10/776 (2022.01); G06V 10/82 (2022.01); G06N 3/08 (2023.01);
U.S. Cl.
CPC ...
G06N 20/00 (2019.01); G06F 18/211 (2023.01); G06F 18/2155 (2023.01); G06F 18/2415 (2023.01); G06F 18/2431 (2023.01); G06V 10/764 (2022.01); G06V 10/776 (2022.01); G06V 10/82 (2022.01); G06N 3/08 (2013.01);
Abstract

A device and a computer-implemented method for data-efficient active machine learning. Annotated data are provided. A model is trained for a classification of the data as a function of the annotated data. The model trained in this way is calibrated, as a function of the annotated data, with regard to confidence for a correctness of the classification of the annotated data by the model. For unannotated data, the confidence for the correctness of the classification of the unannotated data is determined, using the model calibrated in this way. The unannotated data for the active machine learning whose confidence satisfies a criterion is acquired from the unannotated data.

Find Patent Forward Citations

Haase-Schuetz, Christian. (2026). Device and computer-implemented method for data-efficient active machine learning (U.S. Patent No. 12524701). U.S. Patent and Trademark Office. https://idiyas.com/patent/badge/12524701

Data source: USPTO (United States Patent and Trademark Office) public patent records. Weekly synchronization. How IDiyas builds this profile

Loading…