Authenticating Items Using a Learning Model

A system comprising:

• one or more processors;
• and
• a computer-readable storage medium storing instructions that are executable by the one or more processors to perform operations comprising:
• receiving, from an image capture system, a plurality of images of an item;
• generating, by a computing device, a plurality of image segments corresponding to respective images of the plurality of images of the item;
• generating, by the computing device and as output from a learning model, a confidence score associated with an authenticity of the item based on providing the plurality of image segments as input to the learning model;
• and
• broadcasting, by the computing device, the confidence score for displaying the authenticity of the item via a user interface.

A computer-implemented method comprising:

• receiving, from an image capture system, a plurality of images of an item;
• generating, by a computing device, a plurality of image segments corresponding to respective images of the plurality of images of the item;
• generating, by the computing device and as output from a learning model, a binary value that indicates an authenticity of the item and a confidence score associated with the authenticity of the item based on providing the plurality of image segments as input to the learning model;
• and
• processing or canceling, by the computing device, one or more data transactions associated with the item based on the binary value that indicates the authenticity of the item and the confidence score associated with the authenticity of the item.