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; and 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.