1. A method for presenting notifications of image recognition analysis matches to streamed image data on an augmented reality device display, the method comprising: receiving, at an augmented reality device, data that identifies at least one visual appearance attribute of a target object, wherein the at least one visual appearance attribute is discernible within image data acquired by a camera of the augmented reality display device; analyzing image data captured by the camera to determine an occurrence of the at least one visual appearance attribute of the target object within a stream of images of the captured image data, wherein the analyzing the stream of images is performed by an image recognition application executing on a processor of the augmented reality display device that detects the occurrence of the at least one visual appearance attribute within the captured image data stream of images; in response to the analyzing of the image data determining an occurrence of the at least one visual appearance attribute of the target object within the stream of captured images, driving a display screen of the augmented reality device to distinguish a possible location of the target object within surroundings of a user of the augmented reality display device that are displayed to the user by the display screen, and generating an alert that comprises a time of acquisition of the stream of captured images and a geographic location of the augmented reality device at the time of acquisition of the stream of captured images; and generating a confidence rating of the alert to have a low confidence value as a function of determining that the target object is unlikely to be located at a present location of the augmented reality display device in view of a distance to a location of another augmented reality display device at a time of a generation of another alert by the another augmented reality display device generated in response to an occurrence of at least one visual appearance attribute of the target object within a stream of images of image data captured by a camera of the another augmented reality display device.