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:
Feb. 18, 2025
Filed:
Mar. 25, 2022
Robert Bosch Gmbh, Stuttgart, DE;
Kanil Patel, Stuttgart, DE;
ROBERT BOSCH GMBH, Stuttgart, DE;
Abstract
A method for training a classifier and/or regressor. The method includes: providing training samples labelled with ground truth classification and/or regression scores; and for each training sample from at least a subset of the training samples: determining a confidence score that quantifies an uncertainty of the training sample, and/or an ease or difficulty of classifying this sample, and reducing a largest ground truth classification and/or regression score with respect to one class and/or regression value by an amount that is dependent on the confidence score, and distributing the amount to ground truth classification and/or regression scores with respect to other classes and/or regression values; mapping the training samples to classification and/or regression scores; rating a deviation of the classification and/or regression scores from the updated ground truth classification and/or regression scores; and optimizing parameters that characterize the behavior of the classifier and/or regressor.