Patent · US Active

Method and device for ascertaining an explanation map

US11783190B2 · kind B2 · utility

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24Claims
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Key dates

Filing dateJul 3, 2019
Grant dateOct 10, 2023
Priority date
Expiry dateAug 9, 2040

Classification

  • Technology area (CPC G)Physics
  • CPC primaryG06V2201/03
  • WIPO fieldComputer technology
  • WIPO sectorElectrical engineering

Abstract

A method for ascertaining an explanation map of an image. All those pixels of the image are highlighted which are significant for a classification of the image ascertained with the aid of a deep neural network. The explanation map is being selected in such a way that it selects a smallest possible subset of the pixels of the image as relevant. The explanation map leads to the same classification result as the image when the explanation map 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.

Source: USPTO / EPO open patent data. Objective bibliographic and citation counts.