A Fully-statistical Wave Scattering Model for Heterogeneous Surfaces

IF 9.5 1区 计算机科学 Q1 COMPUTER SCIENCE, SOFTWARE ENGINEERING
Zhengze Liu, Yuchi Huo, Yifan Peng, Rui Wang
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Abstract

Heterogeneous surfaces exhibit spatially varying geometry and material, and therefore admit diverse appearances. Existing computer graphics works can only model heterogeneity using explicit structures or statistical parameters that describe a coarser level of detail. We extend the boundary by introducing a new model that describes the heterogeneous surfaces fully statistically at the microscopic level, with rich geometry and material details that are comparable to the wavelengths of light. We treat the heterogeneous surfaces as a mixture of stochastic vector processes. We adapt the well-known generalized Harvey-Shack theory to quantify the mean scattered intensity, i.e., the BRDF of these surfaces. We further explore the covariance statistic of the scattered field and derive its rank-1 decomposition. This leads to a practical algorithm that samples the speckles (fluctuating intensities) from the statistics, enriching the appearance without explicit definition of heterogeneous surfaces. The formulations are analytic, and we validate the quantities by comprehensive numerical simulations. Our heterogeneous surface model demonstrates various applications including corrosion (natural), particle deposition (man-made), and height-correlated mixture (artistic). Code for this paper is available at https://github.com/Rendering-at-ZJU/HeteroSurface.
非均匀表面的全统计波散射模型
异质表面表现出空间上不同的几何形状和材料,因此具有不同的外观。现有的计算机图形学作品只能使用描述粗略细节的显式结构或统计参数来模拟异质性。我们通过引入一个新的模型来扩展边界,该模型在微观层面上完全统计地描述了非均匀表面,具有丰富的几何和材料细节,可与光的波长相媲美。我们把非均质曲面看作是随机矢量过程的混合。我们采用众所周知的广义Harvey-Shack理论来量化这些表面的平均散射强度,即BRDF。我们进一步探讨了散射场的协方差统计量,并推导了其秩1分解。这导致了一种实用的算法,从统计数据中采样斑点(波动强度),丰富了外观,而没有明确定义异质表面。公式是解析式的,并通过综合数值模拟验证了公式的正确性。我们的非均质表面模型展示了各种应用,包括腐蚀(自然),颗粒沉积(人为)和高度相关混合物(艺术)。本文的代码可从https://github.com/Rendering-at-ZJU/HeteroSurface获得。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
ACM Transactions on Graphics
ACM Transactions on Graphics 工程技术-计算机:软件工程
CiteScore
14.30
自引率
25.80%
发文量
193
审稿时长
12 months
期刊介绍: ACM Transactions on Graphics (TOG) is a peer-reviewed scientific journal that aims to disseminate the latest findings of note in the field of computer graphics. It has been published since 1982 by the Association for Computing Machinery. Starting in 2003, all papers accepted for presentation at the annual SIGGRAPH conference are printed in a special summer issue of the journal.
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