3D Product Reconstruction from Multiple Images Collected at Checkout Lanes

A system for three-dimensional product reconstruction using multiple images collected at POS workstations, comprising:

• a barcode reader associated with a point of sale (POS) workstation configured to capture first image data associated with a plurality of products passing through a product scanning region of the POS workstation and analyze barcode data from the first image data to identify at least some of the plurality of products passing through the product scanning region of the POS workstation;
• one or more color cameras associated with the POS workstation configured to, responsive to the barcode reader identifying a product, from the plurality of products, resulting in an identified product, capture second image data associated with the identified product;
• a processor;
• and
• a memory storing non-transitory, computer-readable instructions, that, when executed by the processor, cause the processor to generate a textured three-dimensional mesh reconstruction for the identified product based on the second image data associated with the identified product.