Metropolis light transport

From HandWiki
Short description: Application of the Metropolis–Hastings algorithm to image rendering

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.


Energy Redistribution Path Tracing (ERPT) uses Metropolis sampling-like mutation strategies instead of an intermediate probability distribution step.[3] In 2002, Kelemen et al. introduced Primary Sample Space Metropolis Light Transport (PSSMLT), which perturbs the pseudo-random-number inputs used to generate paths rather than mutating path space directly, making it simpler to implement but sacrificing some of the original method's specialized path-space mutations.[4][5]

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[6][7][8]
  • 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

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. doi:10.1145/258734.258775. ISBN 978-0-89791-896-1. 
  2. ↑ "Metropolis Light Transport". Stanford University. http://graphics.stanford.edu/papers/metro/metro.pdf. 
  3. ↑ David Cline; Justin Talbot; Parris Egbert. "Energy Redistribution Path Tracing". CiteSeerX 10.1.1.63.5938.
  4. ↑ "A Simple and Robust Mutation Strategy for the Metropolis Light Transport Algorithm". Computer Graphics Forum / Eurographics 2002. 2002. https://cg.iit.bme.hu/~szirmay/paper50_electronic.pdf. 
  5. ↑ "Metropolis Light Transport". Physically Based Rendering. https://www.pbr-book.org/3ed-2018/Light_Transport_III_Bidirectional_Methods/Metropolis_Light_Transport. 
  6. ↑ "NVIDIA Advanced Rendering: NVIDIA Iray". Nvidia-arc.com. http://www.nvidia-arc.com/products/iray/features.html. 
  7. ↑ "The Architectural and Caustic samplers - iray dev blog". iray dev blog. Blog.irayrender.com. 2013-05-30. http://blog.irayrender.com/post/51722647664/the-architectural-and-caustic-samplers. 
  8. ↑ 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].