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1. A vehicle advanced driver assistance security system including a computer-vision system, in which the computer-vision system is an edge computing based system that is located in the vehicle, and in which the computer-vision system includes at least some of an edge layer, the computer-vision system including a neural network that has been trained to recognize objects, the objects recognizable by the neural network including a person, wherein the neural network is configured to recognize an object as a person, and the computer-vision system is configured to, in response to the neural network recognizing the object as a person, (a) generate from a pixel stream a digital representation of the person and (b) determine attributes or characteristics of the person from that digital representation and (c) based on the determined attributes or characteristics of the person, output data to a secure cloud-based analytics system that enables that secure cloud-based analytics system to identify and also to authenticate the person, in which the computer-vision system is configured to dynamically preserve resolution of selective areas, or regions of interest, within each frame.
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