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Appl. Percept."],"published-print":{"date-parts":[[2020,4,30]]},"abstract":"<jats:p>Previous research investigated the perceptual dimensionality of achromatic reflection of opaque surfaces, by using either simple analytic models of reflection or measured reflection properties of a limited sample of materials. Here, we aim to extend this work to a broader range of simulated materials. In a first experiment, we used sparse multidimensional scaling techniques to represent a set of rendered stimuli in a perceptual space that is consistent with participants\u2019 similarity judgments. Participants were presented with one reference object and four comparisons, rendered with different material properties. They were asked to rank the comparisons according to their similarity to the reference, resulting in an efficient collection of a large number of similarity judgments. To interpret the space individuated by multidimensional scaling, we ran a second experiment in which observers were asked to rate our experimental stimuli according to a list of 30 adjectives referring to their surface reflectance properties. Our results suggest that perception of achromatic reflection is based on at least three dimensions, which we labelled \u201cLightness,\u201d \u201cGloss,\u201d and \u201cMetallicity,\u201d in accordance with the rating results. These dimensions are characterized by a relatively simple relationship with the parameters of the physically based rendering model used to generate our stimuli, indicating that they correspond to different physical properties of the rendered materials. Specifically, \u201cLightness\u201d relates to diffuse reflections, \u201cGloss\u201d to the presence of high contrast sharp specular highlights, and \u201cMetallicity\u201d to spread out specular reflections.<\/jats:p>","DOI":"10.1145\/3380741","type":"journal-article","created":{"date-parts":[[2020,5,21]],"date-time":"2020-05-21T22:14:36Z","timestamp":1590099276000},"page":"1-26","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":25,"title":["Three Perceptual Dimensions for Specular and Diffuse Reflection"],"prefix":"10.1145","volume":"17","author":[{"given":"Matteo","family":"Toscani","sequence":"first","affiliation":[{"name":"Justus-Liebig-Universit\u00e4t Gie\u00dfen, Germany"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-7703-5194","authenticated-orcid":false,"given":"Dar\u2019ya","family":"Guarnera","sequence":"additional","affiliation":[{"name":"NTNU-Norwegian University of Science and Technology, Norway"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Giuseppe Claudio","family":"Guarnera","sequence":"additional","affiliation":[{"name":"University of York, United Kingdom and NTNU-Norwegian University of Science and Technology, Norway"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jon Yngve","family":"Hardeberg","sequence":"additional","affiliation":[{"name":"NTNU-Norwegian University of Science and Technology, Norway"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Karl R.","family":"Gegenfurtner","sequence":"additional","affiliation":[{"name":"Justus-Liebig-Universit\u00e4t Gie\u00dfen, Germany"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"320","published-online":{"date-parts":[[2020,5,18]]},"reference":[{"key":"e_1_2_1_1_1","volume-title":"Pentland","author":"Adelson Edward H.","year":"1996","unstructured":"Edward H. 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