Driller, K. K.; Fradet, C.; Hayward, V.; Hartcher-O'Brien, J.

Surface texture and material properties provide critical sensory feedback during object interactions. Although these features rarely occur in isolation, their combined influence on haptic perception remains underexplored. This study examined how material elasticity and stochastic surface roughness jointly shape perceived roughness using a Bayesian optimization discrimination procedure. We employed two stimulus sets (high/low elasticity), each varying in both elasticity and stochastic surface roughness, under two interaction conditions (direct/indirect touch). Our results indicate that variations in surface roughness and material elasticity can produce perceptual roughness confounds, or metamers, wherein distinct cue configurations elicit indistinguishable roughness percepts. These metamers emerged across both direct and indirect touch, underscoring the role of contact-induced vibrations that depend on the relative stiffness of the stimulus and probe. Confidence ratings similarly reflected the influence of both stimulus parameters. The findings highlight the multidimensional nature of roughness perception, shaped by an integration of material and surface properties.