A U.S. Patent Application for “Defect Detection in Lyophilized Drug Products with Convolutional Neural Networks” was published by Genentech on April 23rd, 2020. The present invention is a method comprising, by a computing system: receiving one or more querying images associated with a container of a pharmaceutical product, wherein each of the one or more querying images is based on a particular angle of the container of the pharmaceutical product; calculating, for the container of the pharmaceutical product, one or more confidence scores associated with one or more defect indications, respectively, by processing the one or more querying images… Learn More