Aspects provide for notifications of image recognition analysis matches to streamed image data on augmented reality device displays. Data identifies one or more visual appearance attributes of a target object that are discernible within image data acquired by a camera. Image data captured by a camera is analyzed to determine an occurrence of the visual appearance attribute(s) within a stream of images of captured image data. In response to the analyzing determining an occurrence of the visual appearance attribute(s) within the stream of captured images, the method drives 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.