Human detection from a webcam captured Frames.

I am developing a home automation circuit using camera. I need to detect presence of human at some particular areas, to turn on lights using arduino. Can anyone help me by providing the key algorithm to detect human. I already used the pixel color method to detect number of pixels change, to detect motion, but i actually need presence of human, not motion.