Metropolis light transport

Metropolis light transport (MLT) is a global illumination application of a Monte Carlo method called the Metropolis–Hastings algorithm to the rendering equation for generating images from detailed physical descriptions of three-dimensional scenes.[1][2]

The procedure constructs paths from the eye to a light source using bidirectional path tracing, then constructs slight modifications to the path. Some careful statistical calculation (the Metropolis algorithm) is used to compute the appropriate distribution of brightness over the image. This procedure has the advantage, relative to bidirectional path tracing, that once a path has been found from light to eye, the algorithm can then explore nearby paths; thus difficult-to-find light paths can be explored more thoroughly with the same number of simulated photons. In short, the algorithm generates a path and stores the path's 'nodes' in a list. It can then modify the path by adding extra nodes and creating a new light path. While creating this new path, the algorithm decides how many new 'nodes' to add and whether or not these new nodes will actually create a new path.

Metropolis light transport is an unbiased method that, in some cases (but not always), converges to a solution of the rendering equation faster than other unbiased algorithms such as path tracing or bidirectional path tracing.[citation needed]

Energy Redistribution Path Tracing (ERPT) uses Metropolis sampling-like mutation strategies instead of an intermediate probability distribution step.[3]

See also

Renderers using MLT:

  • Arion – A commercial unbiased renderer based on path tracing and providing an MLT sampler
  • Nvidia Iray (external link) – An unbiased renderer that has an option for MLT[4][5][6]
  • Kerkythea – A free unbiased 3D renderer that uses MLT
  • LuxCoreRender – An open source unbiased renderer that uses MLT
  • Mitsuba Renderer (web site) A research-oriented renderer which implements several MLT variants
  • Octane Render – A commercial unbiased renderer that uses MLT
  • Indigo Renderer (web site) – An unbiased, photorealistic GPU and CPU renderer that supports MLT and is aimed at ultimate image quality, by accurately simulating the physics of light.

References

  1. ^ Veach, E.; Guibas, L. J. (1997). "Metropolis light transport". Proceedings of the 24th annual conference on Computer graphics and interactive techniques - SIGGRAPH '97. p. 65. CiteSeerX 10.1.1.40.2090. doi:10.1145/258734.258775. ISBN 978-0-89791-896-1. S2CID 1832504.
  2. ^ Eric Veach; Leonidas J. Guibas. "Metropolis Light Transport" (PDF). Stanford University.
  3. ^ David Cline; Justin Talbot; Parris Egbert. "Energy Redistribution Path Tracing". CiteSeerX 10.1.1.63.5938.
  4. ^ "NVIDIA Advanced Rendering: NVIDIA Iray". Nvidia-arc.com. Retrieved 2014-02-03.
  5. ^ "The Architectural and Caustic samplers - iray dev blog". Blog.irayrender.com. 2013-05-30. Retrieved 2014-02-03.
  6. ^ Keller, Alexander; Wächter, Carsten; Raab, Matthias; Seibert, Daniel; Dietger van Antwerpen; Korndörfer, Johann; Kettner, Lutz (2017). "The Iray Light Transport Simulation and Rendering System". arXiv:1705.01263 [cs.GR].


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