A null-scattering path integral formulation of light transport

Bailey Miller, Iliyan Georgiev, Wojciech Jarosz
SIGGRAPH 2019

Unbiased rendering of spectrally and spatially varying participating media could previously be accomplished using delta tracking separately for each color component (leftmost inset), but this leads to strong color noise. Spectral tracking [Kutz et al. 2017] can reduce this noise by rendering all color components together (middle left inset), but at the cost of sampling distances based on the densest color component of the medium. Our theoretical framework allows us to leverage different sampling techniques across color components (middle right), or exploit next-event estimation (NEE) (far right), and combine these into a more robust, lower-variance estimator via multiple importance sampling (MIS).

Abstract

Unbiased rendering of general, heterogeneous participating media currently requires using null-collision approaches for estimating transmittance and generating free-flight distances. A long-standing limitation of these approaches, however, is that the corresponding path pdfs cannot be computed due to the black-box nature of the null-collision rejection sampling process. These techniques therefore cannot be combined with other sampling techniques via multiple importance sampling (MIS), which significantly limits their robustness and generality. Recently, Galtier et al. [2013] showed how to derive these algorithms directly from the radiative transfer equation (RTE). We build off this generalized RTE to derive a path integral formulation of null-scattering, which reveals the sampling pdfs and allows us to devise new, express existing, and combine complementary unbiased techniques via MIS. We demonstrate the practicality of our theory by combining, for the first time, several path sampling techniques in spatially and spectrally varying media, generalizing and outperforming the prior state of the art.

Downloads and links

  • paper - revision 2 (22 May 2019) (PDF, 5.5 MB)
  • poster - presented at SIGGRAPH 2019 (PDF, 5.1 MB)
  • slides - from the conference presentation (KEY, 57 MB)
  • slides - from the conference presentation (PDF, 18 MB)
  • talk video (MP4, 41 MB)
  • image comparisons - interactive JavaScript comparisons
  • citation (BIB)

BibTeX reference

@article{Miller:2019:NullPathFormulation,
  author = {Bailey Miller and Iliyan Georgiev and Wojciech Jarosz},
  title = {A null-scattering path integral formulation of light transport},
  journal = {ACM Transactions on Graphics (Proceedings of SIGGRAPH)},
  volume = {38},
  number = {4},
  year = {2019},
  month = {jul},
  keywords = {global illumination, light transport, participating media, null scattering, Monte Carlo integration},
  doi = {10.1145/3306346.3323025}
}