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.

Date of Patent:
Oct. 25, 2022

Filed:

Jun. 16, 2020
Applicant:

Robert Bosch Gmbh, Stuttgart, DE;

Inventors:

Xiahan Shi, Renningen, DE;

Martin Schiegg, Korntal-Muenchingen, DE;

Leonard Salewski, Stuttgart, DE;

Max Welling, Bussum, NL;

Zeynep Akata, Amsterdam, NL;

Assignee:

Robert Bosch GmbH, Stuttgart, DE;

Attorneys:
Primary Examiner:
Int. Cl.
CPC ...
G06N 5/04 (2006.01); G06N 20/00 (2019.01); G06N 20/10 (2019.01); G06K 9/62 (2022.01); G06V 10/82 (2022.01); G06N 3/04 (2006.01);
U.S. Cl.
CPC ...
G06N 5/04 (2013.01); G06K 9/627 (2013.01); G06N 3/0454 (2013.01); G06N 20/00 (2019.01); G06N 20/10 (2019.01); G06V 10/82 (2022.01);
Abstract

A system for adapting a base classifier to one or more novel classes. The base classifier classifies an instance into a base class by extracting a feature representation from the instance using a feature extractor and matching it to class representations of the base classes. The base classifier is adapted using training data for the novel classes. Class representations of the novel classes are determined based on feature representations of instances of the novel classes. The class representations of the novel and base classes are then adapted, wherein at least one class representation of a novel class is adapted based on a class representation of a base class and at least one class representation of a base class is adapted based on a class representation of a novel class. The adapted class representations of the base and novel classes are associated with the base classifier.


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