Invention Grant
- Patent Title: Measuring the sensitivity of image classifiers to modifications of the input image
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Application No.: US17344164Application Date: 2021-06-10
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Publication No.: US11790639B2Publication Date: 2023-10-17
- Inventor: Andres Mauricio Munoz Delgado
- 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: EP 179634 2020.06.12
- Main IPC: G06V10/70
- IPC: G06V10/70 ; G06V10/776 ; G06F18/21 ; G06F18/22 ; G06F18/214 ; G06F18/2431 ; G06V10/774

Abstract:
A method for measuring the sensitivity of an image classifier, which assigns an input image to one or multiple classes of a predefined classification, to modifications of the input image. The method includes: the input image is mapped by at least one predefined operator onto an intermediate image, which has a lesser information content and/or a poorer signal-to-noise ratio in comparison to the input image; at least one generator is provided, which is trained to generate realistic images, which image classifier assigns to a specific class of the predefined classification; the generator is used to generate a variation of the input image from the intermediate image.
Public/Granted literature
- US20210390350A1 MEASURING THE SENSITIVITY OF IMAGE CLASSIFIERS TO MODIFICATIONS OF THE INPUT IMAGE Public/Granted day:2021-12-16
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