Thought this was being done already, in fact saw a demonstration of this several years ago, but it may well be in the details of implementation. Examining further.
In Fast Company:
Using Deep Learning to Make Video Surveillance Smarter
Startup Camio is drawing on neural networks to better identify who—or what—is outside your door. ... "
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