“…Other studies, in both perceptual psychophysics and machine vision, support a role for surfaces in the interpretation of visual scenes and the representation of object shape (e.g., Barrow & Tenenbaum, 1981;Binford, 1981;Cunningham, Shipley, & Kellman, 1998;Grossberg, 2000;Grossberg & Swaminathan, 2004;He & Nakayama, 1992, 1995Hummel, 2000;Kellman & Shipley, 1991;Lee & Park, 2002;Leek & Arguin, 2000;Leek, Reppa, & Arguin, 2002, 2003Lehky & Sejnowski, 1988Liu, Collin, & Chaudhuri, 2000;Marr, 1982;Marr & Nishihara, 1978;Nakayama et al, 1995;Nakayama & Shimojo, 1992;Nicholson & Humphrey, 2001;Nishihara, 1981;Pentland, 1989;Potmesil, 1983;Ramachandra, 1988;Sajda & Finkel, 1995;Sanocki, Bowyer, Heath, & Sarkar, 1998;Witkin, 1981). For example, in some studies, it has been shown that observers are better at recognizing gray scale images of objects (which contain information about shading and surface luminosity gradients) than line drawings (Brodie, Wallace, & Sharrat, 1991;Price & Humphreys, 1989;Sanocki et al, 1998)-although line drawings, like those used in the current study, can be sufficient to support rapid stimulus identification (Biederman & Ju, 1988).…”