The Visual Computer · 2019 · 26 citations · 43 references
ArchitectureMaterials EngineeringMaterials ScienceComputational Materials ScienceComputer VisionRendering3D RenderingImage SynthesisMaterial RenderingMaterial RepresentationPhotorealistic RenderingSurface RenderingApproximation ErrorBrdf ModelingBrdf ParameterizationFunction Approximation ErrorMaterial Appearance ModelingPhoto-realistic RenderingReflectance ParameterizationSurface Appearance
Measured materials are rapidly becoming a core component in the photo-realistic image synthesis pipeline. The reason is that data-driven models can easily capture the underlying, fine details that represent the visual appearance of materials, which can be difficult or even impossible to model by hand. There are, however, a number of key challenges that need to be solved in order to enable efficient capture, representation and interaction with real materials. This paper presents two new data-driven BRDF models specifically designed for 1D separability. The proposed 3D and 2D BRDF representations can be factored into three or two 1D factors, respectively, while accurately representing the underlying BRDF data with only small approximation error. We evaluate the models using different parameterizations with different characteristics and show that both the BRDF data itself and the resulting renderings yield more accurate results in terms of both numerical errors and visual results compared to previous approaches. To demonstrate the benefit of the proposed factored models, we present a new Monte Carlo importance sampling scheme and give examples of how they can be used for efficient BRDF capture and intuitive editing of measured materials.
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ALGORITHMS FOR NON-NEGATIVE MATRIX FACTORIZATION
D Seung, Lin-Wen Lee · 2001 · 4.8K citations
Some Mathematical Notes on Three-Mode Factor Analysis
Ledyard R Tucker · Psychometrika · 1966 · 4.3K citations
Illumination for computer generated pictures
Bui Tuong Phong · Communications of the ACM · 1975 · 3K citations · Full text