Fine-grained image recognition is a challenging area of computer vision that focuses on distinguishing nearly identical subcategories within a broader basic-level category. The task demands the ...

Suppose you have a collection of digital photos you took on a trip to a zoo. You want to programmatically classify each photo as one of the 100 different kinds of animals you photographed: "aardvark," ...

Forbes contributors publish independent expert analyses and insights. I write about the broad intersection of data and society. Deep learning has revolutionized the machine understanding of imagery.