Plumbing fixture product identification

An apparatus for identification of a plumbing product, the apparatus comprising:

• a communication interface configured to receive a raw image of the plumbing product;
• a first model configured to analyze the raw image of the plumbing product;
• a second model configured to analyze the raw image of the plumbing product in combination with supplemental information for the plumbing product;
• a third model configured to analyze a cropped image of the plumbing product;
• and
• a controller configured to perform analysis using the first model, the second model, and the third model, wherein the second model and the third model are performed in parallel when the first model indicates an object match for the plumbing product in the raw image, and the second model and third model are performed in series when the first model lacks the object match for the plumbing product in the raw image.

A non-transitory computer readable medium including instructions that when executed are configured to perform a method comprising:

• receiving a raw image collected by a user, the raw image depicting a plumbing product;
• providing a first model to analyze the raw image;
• when the first model indicates an object match for the plumbing product in the raw image, providing, in parallel, a second model for the raw image and a third model for a cropped version of the raw image;
• when the first model lacks the object match for the plumbing product in the raw image, providing, in series, the second model for the raw image and the third model for the cropped version of the raw image;
• and
• outputting a prediction value for the plumbing product in response to the first model, the second model, and the third model.