A method of identifying images containing a unique object found in at least two separate image collections of different users comprising identifying the unique object and providing features for the unique object; at least one user identifying at least two separate image collections produced by separate users that potentially have images of the unique object; and using the features to search the at least two separate collections to identify images that contain the unique object.