Abstract
We improve the efficiency of quasi-Monte Carlo integro-approximation by using weighted averages of samples instead of the samples themselves. The proposed deterministic algorithm is constructed such that it converges to the solution of the given integro-approximation problem. The improvements and wide applicability of the consistent method are demonstrated by visual evidence in the setting of light transport simulation for photorealistic image synthesis, where the weighted averages correspond to locally smoothed contributions of path space samples.
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Ernst, M., Stamminger, M., Greiner, G.: Filter importance sampling. In: Proceedings of the IEEE/EG Symposium on Interactive Ray Tracing, pp. 125–132 (2006)
Gautron, P., Droske, M., Wächter, C., Kettner, L., Keller, A., Binder, N., Dahm, K.: Path space similarity determined by Fourier histogram descriptors. In: ACM SIGGRAPH 2014 Talks, SIGGRAPH’14, pp. 39:1–39:1. ACM (2014)
Georgiev, I., Křivánek, J., Davidovič, T., Slusallek, P.: Light transport simulation with vertex connection and merging. ACM Trans. Graph. (TOG) 31(6), 192:1–192:10 (2012)
Hachisuka, T., Jensen, H.: Stochastic progressive photon mapping. In: SIGGRAPH Asia’09: ACM SIGGRAPH Asia Papers, pp. 1–8. ACM (2009)
Hachisuka, T., Ogaki, S., Jensen, H.: Progressive photon mapping. ACM Trans. Graph. 27(5), 130:1–130:8 (2008)
Hachisuka, T., Pantaleoni, J., Jensen, H.: A path space extension for robust light transport simulation. ACM Trans. Graph. (TOG) 31(6), 191:1–191:10 (2012)
Jensen, H.: Realistic Image Synthesis Using Photon Mapping. AK Peters, Natick (2001)
Jensen, H., Buhler, J.: A rapid hierarchical rendering technique for translucent materials. ACM Trans. Graph. 21(3), 576–581 (2002)
Keller, A.: Instant radiosity. In: SIGGRAPH’97: Proceedings of the 24th Annual Conference on Computer Graphics and Interactive Techniques, pp. 49–56 (1997)
Keller, A.: Quasi-Monte Carlo Methods for Photorealistic Image Synthesis. Ph.D. thesis, University of Kaiserslautern, Germany (1998)
Keller, A.: Quasi-Monte Carlo image synthesis in a nutshell. In: Dick, J., Kuo, F., Peters, G., Sloan, I. (eds.) Monte Carlo and Quasi-Monte Carlo Methods 2012, pp. 203–238. Springer, Heidelberg (2013)
Keller, A., Binder, N.: Deterministic consistent density estimation for light transport simulation. In: Dick, J., Kuo, F., Peters, G., Sloan, I. (eds.) Monte Carlo and Quasi-Monte Carlo Methods 2012, pp. 467–480. Springer, Heidelberg (2013)
Keller, A., Droske, M., Grünschloß, L., Seibert, D.: A divide-and-conquer algorithm for simultaneous photon map queries. Poster at High-Performance Graphics in Vancouver. http://www.highperformancegraphics.org/previous/www_2011/media/Posters/HPG2011_Posters_Keller1_abstract.pdf (2011)
Knauer, E., Bärz, J., Müller, S.: A hybrid approach to interactive global illumination and soft shadows. Vis. Comput.: Int. J. Comput. Graph. 26(6–8), 565–574 (2010)
Kollig, T., Keller, A.: Efficient bidirectional path tracing by randomized quasi-Monte Carlo integration. In: Niederreiter, H., Fang, K., Hickernell, F. (eds.) Monte Carlo and Quasi-Monte Carlo Methods 2000, pp. 290–305. Springer, Berlin (2002)
Kontkanen, J., Räsänen, J., Keller, A.: Irradiance filtering for Monte Carlo ray tracing. In: Talay, D., Niederreiter, H. (eds.) Monte Carlo and Quasi-Monte Carlo Methods 2004, pp. 259–272. Springer, Berlin (2004)
Křivánek, J.: Radiance caching for global illumination computation on glossy surfaces. Ph.D. thesis, Université de Rennes 1 and Czech Technical University in Prague (2005)
Křivánek, J., Gautron, P.: Practical Global Illumination with Irradiance Caching. Synthesis lectures in computer graphics and animation. Morgan & Claypool, San Rafael (2009)
Lafortune, E.: Mathematical Models and Monte Carlo Algorithms for Physically Based Rendering. Ph.D. thesis, Katholieke Universiteit Leuven, Belgium (1996)
Lehtinen, J., Aila, T., Chen, J., Laine, S., Durand, F.: Temporal light field reconstruction for rendering distribution effects. ACM Trans. Graph. 30(4), 55:1–55:12 (2011)
Lehtinen, J., Aila, T., Laine, S., Durand, F.: Reconstructing the indirect light field for global illumination. ACM Trans. Graph. 31(4), 51 (2012)
Niederreiter, H.: Random Number Generation and Quasi-Monte Carlo Methods. SIAM, Philadelphia (1992)
Powell, M., Swann, J.: Weighted uniform sampling - a Monte Carlo technique for reducing variance. IMA J. Appl. Math. 2(3), 228–236 (1966)
Schwenk, K.: Filtering techniques for low-noise previews of interactive stochastic ray tracing. Ph.D. thesis, Technische Universität Darmstadt (2013)
Shepard, D.: A two-dimensional interpolation function for irregularly-spaced data. In: Proceedings of the 23rd ACM National Conference, pp. 517–524. ACM (1968)
Silverman, B.: Density Estimation for Statistics and Data Analysis. Chapman & Hall/CRC, London (1986)
Spanier, J., Maize, E.: Quasi-random methods for estimating integrals using relatively small samples. SIAM Rev. 36(1), 18–44 (1994)
Suykens, F., Willems, Y.: Adaptive filtering for progressive Monte Carlo image rendering. In: WSCG 2000 Conference Proceedings (2000)
Teschner, M., Heidelberger, B., Müller, M., Pomeranets, D., Gross, M.: Optimized spatial hashing for collision detection of deformable objects. In: Proceedings of VMV’03, pp. 47–54. Munich, Germany (2003)
Veach, E.: Robust Monte Carlo Methods for Light Transport Simulation. Ph.D. thesis, Stanford University (1997)
Wald, I., Kollig, T., Benthin, C., Keller, A., Slusallek, P.: Interactive global illumination using fast ray tracing. In: Debevec, P., Gibson, S. (eds.) Rendering Techniques (Proceedings of the 13th Eurographics Workshop on Rendering), pp. 15–24 (2002)
Ward, G., Rubinstein, F., Clear, R.: A ray tracing solution for diffuse interreflection. Comput. Graph. 22, 85–90 (1988)
Wyman, C., Sloan, P., Shirley, P.: Simple analytic approximations to the CIE XYZ color matching functions. J. Comput. Graph. Tech. (JCGT) 2, 1–11 (2013). http://jcgt.org/published/0002/02/01/
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Keller, A., Dahm, K., Binder, N. (2016). Path Space Filtering. In: Cools, R., Nuyens, D. (eds) Monte Carlo and Quasi-Monte Carlo Methods. Springer Proceedings in Mathematics & Statistics, vol 163. Springer, Cham. https://doi.org/10.1007/978-3-319-33507-0_21
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DOI: https://doi.org/10.1007/978-3-319-33507-0_21
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