The present disclosure provides techniques for data curation and image evaluation. A first image is captured, and a first indication of a first item is received. A first identifier of the first item is then identified based on the first indication. Further, based on the first indication, it is determined that the first image depicts the first item. The first image is labeled with the first identifier, and a machine learning (ML) model of an ML system is trained based on the labeled first image.