An image processing system and method receives one or more digital images in the form of image data, including selected object data of a digital image, and determines, by an electronic recognition process, if a recognition match is available between the selected object data of the digital image and image object library data associated with image descriptor library data. An automated library user interface presents selectable matched object descriptor data associated with the image descriptor library data when a recognition match occurs between the selected object data of the digital image and the image descriptor library data. In response, the automated library user interface provides user feedback data to confirm that the image descriptor library data corresponds with the selected object data of the digital image, or entered descriptor data if no match or an incorrect match occurs, to create library descriptor associated image data.