1. A system for creating a data collection of recognized images, the system comprising: an image analysis module that is configured to programmatically analyze individual images in a collection of images in order to determine information about each image in the collection; a manual interface that is configured to (i) interface with one or more human editors, and (ii) displays a plurality of panels concurrently, each panel being provided for one or more analyzed images, and wherein each panel is configured to display information that is at least indicative of the one or more images of that panel and/or of the information determined from the one or more images; wherein the manual interface enables the one or more human editors to view the plurality of panels concurrently and to interact with each of the plurality of panels in order to correct or remove any information that is incorrectly determined from the image of that panel.