Invention Grant
- Patent Title: Device and method to improve the robustness against ‘adversarial examples’
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Application No.: US17272435Application Date: 2020-01-10
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Publication No.: US12254384B2Publication Date: 2025-03-18
- Inventor: Jeremiah M. Cohen , Frank Schmidt , Jeremy Zieg Kolter
- Applicant: Robert Bosch GmbH , Carnegie Mellon University
- Applicant Address: DE Stuttgart; US PA Pittsburgh
- Assignee: Robert Bosch GmbH,Carnegie Mellon University
- Current Assignee: Robert Bosch GmbH,Carnegie Mellon University
- Current Assignee Address: DE Stuttgart; US PA Pittsburgh
- Agency: NORTON ROSE FULBRIGHT US LLP
- Agent Gerard A. Messina
- Priority: EP19155345 20190204
- International Application: PCT/IB2020/050176 WO 20200110
- International Announcement: WO2020/161546 WO 20200813
- Main IPC: G06F18/2415
- IPC: G06F18/2415 ; G06F18/21 ; G06F18/2431 ; G06N7/01 ; G06N20/00 ; G06V10/774 ; G06V10/776 ; G06V10/82

Abstract:
A computer-implemented method for assessing a robustness of a smoothed classifier for classifying sensor signals received from a sensor. The method includes: providing an input signal depending on the sensor signal, determining, by the smoothed classifier, a first value which characterizes a probability that the input signal, when subjected to noise will be classified as belonging to a first class, wherein the first class is a most probable class, determining, by the smoothed classifier, a second value which characterizes a probability that the input signal, when subjected to the noise, will be classified as belonging to a second class, wherein the second class is a second-most probable class, determining a robustness value on a first inverse value of a standard Gaussian cumulative distribution function at the first value and/or depending on a second inverse value of the standard Gaussian cumulative distribution function at the second value.
Public/Granted literature
- US20210319268A1 DEVICE AND METHOD TO IMPROVE THE ROBUSTNESS AGAINST 'ADVERSARIAL EXAMPLES' Public/Granted day:2021-10-14
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