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:
Jan. 07, 2025

Filed:

Feb. 25, 2021
Applicant:

Robert Bosch Gmbh, Stuttgart, DE;

Inventor:

Konrad Groh, Stuttgart, DE;

Assignee:

ROBERT BOSCH GMBH, Stuttgart, DE;

Attorneys:
Primary Examiner:
Int. Cl.
CPC ...
G06V 20/58 (2022.01); G05D 1/00 (2006.01); G06F 18/214 (2023.01); G06N 3/04 (2023.01); G06N 3/08 (2023.01); G06V 10/44 (2022.01); G06V 10/764 (2022.01); G06V 10/82 (2022.01); G06V 20/56 (2022.01);
U.S. Cl.
CPC ...
G06V 20/582 (2022.01); G05D 1/0221 (2013.01); G05D 1/0231 (2013.01); G06F 18/214 (2023.01); G06N 3/04 (2013.01); G06N 3/08 (2013.01); G06V 10/454 (2022.01); G06V 10/764 (2022.01); G06V 10/82 (2022.01); G06V 20/56 (2022.01); G06V 20/58 (2022.01);
Abstract

A method for plausibilizing the output of an artificial neural network (ANN) used as classifier. The method includes the following steps: a plurality of images, for which the ANN has determined an assignment to one or more classes of a predetermined classification, as well as the assignment determined in each case by the ANN are provided; for each combination of one image and one assignment, a location-resolved relevance evaluation of the image is determined utilizing a relevance evaluation function, this relevance evaluation indicating which parts of the image have contributed, to what extent, to the assignment; a further classifier is trained to determine from one image and one relevance evaluation ascertained for the image, a reconstruction of the assignment to which this relevance evaluation relates; based on the agreement between the reconstructions and the actual assignments, a figure of merit is determined for the relevance evaluation function.


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