Using a bit of computer vision, I'd like to turn on the display of a wall-mounted Android device when a human walks up to (w/in 2 feet of) the device.
I'm an experienced developer, but I know next to nothing about computer vision. Programmatically turning on the display is easy enough. Any guidance, reading suggestions, tutorials, places to start, etc. would be appreciated.
Edit: To clarify after some comments in the answers -- since this is a permanently-ish wall mount situation, the device will have full-time power. Battery life is a non-issue.