Facilitated diffusion is a passive transport process where specific molecules move across cell membranes through protein channels or carriers, down their concentration gradient, without the expenditure of cellular energy. It is crucial for the transport of polar and large molecules that cannot directly diffuse through the lipid bilayer of the cell membrane.