METHOD AND DEVICE FOR ASCERTAINING AN EXPLANATION MAP

Patent №

US 11,645,828

Granted

2023-05-09

Filed 2021

Owner

ROBERT BOSCH GMBH

AI components

4

ml · vision · kr · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

17261758

A method for ascertaining an explanation map of an image, in which all those pixels of the image are changed which are significant for a classification of the image ascertained with the aid of a deep neural network. The explanation map is selected in such a way that a smallest possible subset of the pixels of the image are changed, and the explanation map preferably does not lead to the same classification result as the image when it is supplied to the deep neural network for classification. The explanation map is selected in such a way that an activation caused by the explanation map does not essentially exceed an activation caused by the image in feature maps of the deep neural network.

Machine learningVisionKnowledge representationAI hardwareG06V 10/454G06F 18/24133G06V 10/764G06V 10/82G06V 2201/03

AI classification

Vision1.00
Machine learning1.00
AI hardware1.00
Knowledge representation0.94
Speech0.29
Natural language0.03
Planning0.03
Evolutionary computation0.00

Ownership

ROBERT BOSCH GMBH

assignment · 573830010

Assignors

WAGNER, JOERG, GINDELE, TOBIAS, KOEHLER, JAN MATHIAS, WIEDEMER, JAKOB THADDAEUS, HETZEL, LEON

On an employer assignment, the assignors are typically the inventors.

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