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Detecting empty room

I am doing a project in which I have to use image processing to detect whether a room is empty. Now, I have to use a camera (surveillance types) which will be live feeding the room. Images will be taken at regular intervals and given to the computer which will do the processing of the image.

The issue is the room is big and face might be far away or sometimes even in angles where faces might not be detectable.

How should I proceed with this problem.