Patent ID: 11960574
Assignee: MICROSOFT TECHNOLOGY LICENSING, LLC
Field: Computer technology (Electrical engineering)
Classification: CPC G | IPC G

Claim 7:
8. A computing system, comprising:
one or more processors; and
a computer-readable storage medium having computer-executable instructions stored thereupon which, when executed by the processor, cause the computing system to perform operations comprising:
selecting a confusing class of few-shot classes for a machine learning model;
selecting an image from one of the few-shot classes;
computing an image perturbation such that the selected image is classified as the selected confusing class, wherein the image perturbation is computed using a gradient-ascent technique that propagates a gradient to an input image;
modifying the selected image with the computed perturbation; and
adding the modified selected image to a batch for training the machine learning model.