DETERMINATION OF THE IMAGE COMPONENTS RELEVANT TO DECISION-MAKING FOR AN IMAGE CLASSIFIER THROUGH MODIFICATION IN LATENT SPACE
A method for measuring components of an input image on which an image classifier bases its decision regarding the assignment of the input image to class(es) of a predefined classification. The method includes: processing the input image by the image classifier into an intermediate product; mapping t...
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Format: | Patent |
Sprache: | eng |
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Zusammenfassung: | A method for measuring components of an input image on which an image classifier bases its decision regarding the assignment of the input image to class(es) of a predefined classification. The method includes: processing the input image by the image classifier into an intermediate product; mapping the intermediate product on a classification score with respect to at least one target class; ascertaining a perturbation from counter image(s) which is/are preferentially assigned by the image classifier to at least one class other than the target class; providing at least one binary mask; creating at least one modification, in which pixels established by the binary mask are replaced with pixels of the perturbation corresponding thereto; mapping the modification on a classification score with respect to a predefined class; and ascertaining from the classification score to what extent the binary mask indicates the sought-after decision-relevant components of the input image. |
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