Invention Grant
- Patent Title: Method and device for ascertaining an explanation map
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Application No.: US17261758Application Date: 2019-07-03
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Publication No.: US11645828B2Publication Date: 2023-05-09
- Inventor: Joerg Wagner , Tobias Gindele , Jan Mathias Koehler , Jakob Thaddaeus Wiedemer , Leon Hetzel
- Applicant: Robert Bosch GmbH
- Applicant Address: DE Stuttgart
- Assignee: ROBERT BOSCH GMBH
- Current Assignee: ROBERT BOSCH GMBH
- Current Assignee Address: DE Stuttgart
- Agency: Norton Rose Fulbright US LLP
- Agent Gerard Messina
- Priority: DE 2018213056.6 2018.08.03
- International Application: PCT/EP2019/067841 2019.07.03
- International Announcement: WO2020/025245A 2020.02.06
- Date entered country: 2021-01-20
- Main IPC: G06V10/44
- IPC: G06V10/44 ; G06F18/2413 ; G06F18/213 ; G06V10/764 ; G06V10/82

Abstract:
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.
Public/Granted literature
- US20210342653A1 METHOD AND DEVICE FOR ASCERTAINING AN EXPLANATION MAP Public/Granted day:2021-11-04
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