Diffusion is the process in which molecules of a substance move from the place of (their) higher concentration to the place of lower concentration. But during osmosis, the water (or solvent) molecules move from (their) higher concentration to the place of their lower concentration through a semi permeable membrane. Thus, osmosis is termed as a special kind of diffusion.