It is necessary to ascertain texture perception of humans in developing tactile devices that create or detect lifelike texture. In this paper, the relationship between object surface physical properties and texture perception is discussed through multivariate analysis. We quantified the tactile sensation and texture perception through sensory evaluation. From the results, we built a model of the relationship.