On the Effective Dimension of Light Transport
Christian Lessig, Eugene Fiume
Rendering Techniques (EGSR'10), 2010, pp. 1399--1403.
Abstract: Light transport is often characterized within a high-dimensional space although practitioners have long known that it commonly behaves as a much lower-dimensional phenomenon. We study the effective dimension of light transport over a neighborhood on the scene manifold and show that under plausible assumptions the dimensionality is characterized by the spectrum of the spatio-spectral concentration problem. This allows us to improve existing estimates for the dimension in computer graphics using a more insightful derivation and for the first time we obtain optimal representations. The relevance of our results for existing rendering applications is discussed.Light transport is often characterized within a high-dimensional space although practitioners have long known that it commonly behaves as a much lower-dimensional phenomenon. We study the effective dimension of light transport over a neighborhood on the scene manifold and show that under plausible assumptions the dimensionality is characterized by the spectrum of the spatio-spectral concentration problem. This allows us to improve existing estimates for the dimension in computer graphics using a more insightful derivation and for the first time we obtain optimal representations. The relevance of our results for existing rendering applications is discussed.
@inproceedings{Lessig:2010:OTE,
author = {Christian Lessig and Eugene Fiume},
title = {On the Effective Dimension of Light Transport},
booktitle = {Rendering Techniques (EGSR'10)},
pages = {1399--1403},
year = {2010},
}
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