“Toward a Perceptual Space for Gloss” by Wills, Agarwal, Kriegman and Belongie
Conference:
Type(s):
Title:
- Toward a Perceptual Space for Gloss
Presenter(s)/Author(s):
Abstract:
We design and implement a comprehensive study of the perception of gloss. This is the largest study of its kind to date, and the first to use real material measurements. In addition, we develop a novel multi-dimensional scaling (MDS) algorithm for analyzing pairwise comparisons. The data from the psychophysics study and the MDS algorithm is used to construct a low dimensional perceptual embedding of these bidirectional reflectance distribution functions (BRDFs). The embedding is validated by correlating it with nine gloss dimensions, fitted parameters of seven analytical BRDF models, and a perceptual parameterization of Ward’s model. We also introduce a novel perceptual interpolation scheme that uses the embedding to provide the user with an intuitive interface for navigating the space of gloss and constructing new materials.
References:
- Adelson, E. H. 2001. On seeing stuff: The perception of materials by humans and machines. In Proceedings of the International Conference on Human Vision and Electronic Imaging (SPIE). Vol. 4299. 1–12.
- Agarwal, S., Ramamoorthi, R., Belongie, S., and Jensen, H. W. 2003. Structured importance sampling of environment maps. ACM Trans. Graph. 22, 3, 605–612.
- Agarwal, S., Wills, J., Cayton, L., Lanckriet, G., Kriegman, D., and Cayton, L. 2007. Generalized non-metric multidimensional scaling. In Proceedings of the International Conference on Artificial Intelligence and Statistics (AISTATS).
- Aida, T. 1997. Glossiness of colored papers and its application to specular glossiness measuring instruments. Syst. Comput. Japan 28, 1, 95–112.
- Ashikhmin, M., Premoze, S., and Shirley, P. 2000. A microfacet-based brdf generator. In Proceedings of the International Conference on Computer Graphics and Interactive Techniques (SIGGRAPH). 65–74.
- ASTM. 1999. Standard Test Method for Specular Gloss (E523-89(1999)). ASTM International.
- ASTM. 2003. Standard Practice for Establishing COLOR and GLOSS TOLERANCEs (D3134-97(2003)). ASTM International.
- ASTM. 2004. Standard Test Method for 45-deg Specular Gloss of Ceramic Materials (ASTM C346-87(2004)). ASTM International.
- ASTM. 2005a. Standard Termninology of Appearance (E284-05a). ASTM International.
- ASTM. 2005b. Standard Test Methods for Measurement of Gloss and High-Gloss Surfaces by Abridged Goniophotometry (E430-05). ASTM International.
- Ben-Artzi, A., Overbeck, R., and Ramamoorthi, R. 2006. Real-time BRDF editing in complex lighting. In ACM Trans. Graph. 25, 3, 945–954.
- Borg, I. and Groenen, P. 2005. Modern Multidimensional Scaling: Theory and Applications. Springer Verlag.
- Cook, R. L. and Torrance, K. E. 1981. A reflectance model for computer graphics. Comput. Graph. (SIGGRAPH) 15, 4, 187–196.
- Cox, T. and Cox, M. 2000. Multidimensional Scaling. Chapman&Hall/CRC.
- David, H. A. 1988. The Method of Paired Comparisons 2nd Ed. Chapman and Hall, London.
- Dumont, R., Pellacini, F., and Ferwerda, J. 2003. Perceptually-driven decision theory for interactive realistic rendering. ACM Trans. Graph. 22, 2, 152–181.
- Fazel, M., Hindi, H., and Boyd, S. 2004. Rank minimization and applications in system theory. In Proceedings of the Americal Control Conference.
- Fleming, R. W., Dror, R. O., and Adelson, E. H. 2003. Real-world illumination and the perception of surface reflectance properties. J. Vis. 3, 5, 347–368.
- Fleming, R. W., Jensen, H. W., and Bulthoff, H. H. 2004a. Perceiving translucent materials. In Proceedings of the ACM SIGGRAPH Symposium on Applied Perception in Graphics and Visualization (APGV). 127–134.
- Fleming, R. W., Torralba, A., and Adelson, E. H. 2004b. Specular reflections and the perception of shape. J. Vis. 4, 9, 798–820.
- Gibson, S. and Hubbold, R. 1997. Perceptually-driven radiosity. Comput. Graph. Forum 16, 2, 129–141.
- Hartung, B. and Kersten, D. 2002. Distinguishing shiny from matte. J. Vis. 2, 7, 551.
- Hastie, T., Tibshirani, R., and Friedman, J. 2001. The Elements of Statistical Learning. Springer Verlag.
- He, X. D., Torrance, K. E., Sillion, F. X., and Greenberg, D. P. 1991. A comprehensive physical model for light reflection. Comput. Graph. (SIGGRAPH) 25, 4, 175–186.
- Hunter, R. S. and Harold, R. W. 1987. The Measurement of Appearance. Wiley.
- Kendall, M. and Gibbons, K. D. 1990. Rank Correlation Methods. Oxford University Press, UK.
- Knill, D. and Kersten, D. 1991. Apparent surface curvature affects lightness perception. Nature 351, 228–230.
- Kruskal, J. B. 1964a. Multidimensional scaling by optimizing goodness of fit to a nonmetric hypothesis. Psychometrika 29, 1–27.
- Kruskal, J. B. 1964b. Nonmetric multidimensional scaling: A numerical method. Psychometrika 29, 115–129.
- Ledda, P., Chalmers, A., Troscianko, T., and Seetzen, H. 2005. Evaluation of tone mapping operators using a high dynamic range display. In ACM Trans. Graph. 24, 3, 640–648.
- Luebke, D. and Hallen, B. 2001. Perceptually driven simplification for interactive rendering. In Proceedings of the Eurographics Workshop on Rendering.
- Maloney, L. T. and Yang, J. N. 2003. Maximum likelihood difference scaling. J. Vis. 3, 8 (10), 573–585.
- Marschner, S. R., Westin, S. H., Lafortune, E. P. F., and Torrance, K. E. 2000. Image–based bidirectional reflectance distribution function measurement. Applied Optics 39, 16.
- Matusik, W. 2003. A data-driven reflectance model. Ph.D. thesis, MIT.
- Matusik, W., Pfister, H., Brand, M., and McMillan, L. 2003a. Efficient isotropic BRDF measurement. In Proceedings of the 14th Eurographics Workshop on Rendering. Eurographics Association. 241–247.
- Matusik, W., Pfister, H., Brand, M., and McMillian, L. 2003b. A data-driven reflectance model. In ACM Trans. Graph. 22, 3, 759–769.
- Myszkowski, K. 2002. Perception-based global illumination, rendering, and animation techniques. In Proceedings of the 18th Spring Conference on Computer Graphics (SCCG), A. Chalmers, Ed. 13–24.
- Nesterov, Y. E. and Nemirousky, A. S 1994. Interior Point Polynomial Algorithms in Convex Programming: Theory and Algorithms. Siam.
- Ngan, A., Durand, F., and Matusik, W. 2005. Experimental analysis of BRDF models. In Proceedings of the Eurographics Symposium on Rendering. Eurographics Association. 117–226.
- Ngan, A., Durand, F., and Matusik, W. 2006. Image-driven navigation of analytical BRDF models. In Proceedings of the 17th Eurographics Workshop on Rendering. 399–408.
- Nicodemus, F. E., Richmond, J. C., Hsia, J. J., Ginsberg, I. W., and Limperis, T. 1977. Geometric considerations and nomenclature for reflectance. Monograph 161, National Bureau of Standards.
- Obein, G., Knoblauch, K., and Vienot, F. 2004. Difference scaling of gloss: Nonlinearity, binocularity, and constancy. J. Vis. 4, 9 (8), 711–720.
- Okabe, A., Boots, B., and Sugihara, K. 1992. Spatial Tesselations: Concepts and Applications of Voronoi Daigrams. Wiley, New York.
- Palmer, S. E. 1999. Vision Science: Photons to Phenomenology. MIT Press.
- Pellacini, F., Ferwerda, J. A., and Greenberg, D. P. 2000. Toward a psychophysically-based light reflection model for image synthesis. In Proceedings of SIGGRAPH. ACM Press, 55–64.
- Ramanarayanan, G., Ferwerda, J., Walter, B., and Bala, K. 2007. Visual equivalence: Towards a new standard for image fidelity. In ACM SIGGRAPH Papers. ACM.
- Schultz, M. and Joachims, T. 2003. Learning a distance metric from relative comparisons. In Proceedings of the Conference on Advance in Neural Information Processing Systems (NIPS).
- Shepard, R. 1962a. The analysis of proximities: Multidimensional scaling with an unknown distance function. I. Psychometrika 27, 2, 125–140.
- Shepard, R. 1962b. The analysis of proximities: Multidimensional scaling with an unknown distance function. II. Psychometrika 27, 219–246.
- Shimizu, C., Meyer, G. W., and Wingard, J. P. 2003. Interactive goniochromatic color design. In Proceedings of the Color Imaging Conference. 16–22.
- Stokes, W. A., Ferwerda, J. A., Walter, B., and Greenberg, D. P. 2004. Perceptual illumination components: A new approach to efficient, high quality global illumination rendering. In ACM Trans. Graph. 23, 3, 742–749.
- Sturm, J. 1999. Using SeDuMi 1.02, a Matlab toolbox for optimization over symmetric cones. Optim. Meth. Softw. 11-12, 625–653.
- Torrance, K. E. and Sparrow, E. M. 1967. Theory for off-specular reflection from roughened surfaces. J. Optic. Soc. Amer. 57, 1105–1114.
- Tumblin, J., Hodgins, J. K., and Guenter, B. K. 1999. Two methods for display of high contrast images. ACM Trans. Graph. 18, 1, 56–94.
- Tumblin, J. and Rushmeier, H. E. 1993. Tone reproduction for realistic images. IEEE Comput. Graph. Appl. 13, 6, 42–48.
- Turk, G. and Levoy, M. 1994. Zippered polygon meshes from range images. In Proceedings of SIGGRAPH ’94. 311–318.
- Umeyama, S. 1991. Least-squares estimation of transformation parameters between two point patterns. IEEE Trans. Pattern. Anal. Mech. Intell. 13, 4, 376–380.
- Vandenberghe, L. and Boyd, S. 1996. Semidefinite programming. SIAM Rev. 38, 1, 49–95.
- Vangorp, P., Laurijssen, J., and Dutré, P. 2007. The influence of shape on the perception of material reflectance. ACM Trans. Graph. 26, 3, 77.
- Vapnik, V. 1998. Statistical Learning Theory. Wiley, New York.
- Ward, G. J. 1992. Measuring and modelling anisotropic reflection. Comput. Graph. (SIGGRAPH) 26, 2, 265–272.
- Weinberger, K. Q., Sha, F., and Saul, L. K. 2004. Learning a kernel matrix for nonlinear dimensionality reduction. In Proceedings of the 21st International Conference on Machine Learning (ICML). 839–846.
- Westlund, H. B. and Meyer, G. W. 2001. Applying appearance standards to light reflection models. In Proceedings of the 28th Annual Conference on Computer Graphics and Interactive Techniques (SIGGRAPH). 501–510.