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. 28, 2025

Filed:

Apr. 13, 2021
Applicant:

Robert Bosch Gmbh, Stuttgart, DE;

Inventor:

Andres Mauricio Munoz Delgado, Weil Der Stadt, DE;

Assignee:

ROBERT BOSCH GMBH, Stuttgart, DE;

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06N 3/045 (2023.01); G06N 3/0455 (2023.01); G06N 3/0464 (2023.01); G06N 3/0475 (2023.01); G06N 3/094 (2023.01); G06N 5/045 (2023.01);
U.S. Cl.
CPC ...
G06N 3/045 (2023.01); G06N 3/0455 (2023.01); G06N 3/0464 (2023.01); G06N 3/0475 (2023.01); G06N 3/094 (2023.01); G06N 5/045 (2013.01);
Abstract

A computer-implemented method for explaining a classification of one or more classifier inputs by a trained classifier. A generative model is used that generates inputs for the trained classifier. The generative model comprises multiple filters. Generator inputs corresponding to the one or more classifier inputs are obtained, where a generator input causes the generative model to approximately generate the corresponding classifier input. Filter suppression factors are determined for the multiple filters of the generative model. A filter suppression factor for a filter indicates a degree of suppression for a filter output of the filter. The filter suppression factors are determined based on an effect of adapting the classifier inputs according to the filter suppression factors on the classification by the trained classifier. The classification explanation is based on the filter suppression factors.


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