“…Material perception is a complex process that involves a large number of distinct dimensions (Mao et al, 2019;Obein et al, 2004;Sève, 1993) that, sometimes, are impossible to physically measure (Hunter et al, 1937). The illumination of a scene (Beck & Prazdny, 1981;Bousseau et al, 2011;Zhang et al, 2015) and the shape of a surface, are responsible for the final appearance of an object (Nishida & Shinya, 1998;Schlüter & Faul, 2019;Vangorp et al, 2007) and, therefore, for our perception of the materials it is made of (Olkkonen & Brainard, 2011). Humans are capable of estimating the reflectance properties of a surface (Dror et al, 2001b) even when there is no information about its illumination (Dror et al, 2001a;Fleming et al, 2001), yet we perform better under illuminations that match real-world statistics (Fleming et al, 2003).…”