Preprint
Aug 2026
What Will This Copper Look Like Later? Forecasting Surface Appearance and Rendering It as a PBR Material
Digital design requires predicting how a metal surface will look later in its oxidation; this paper presents such a pipeline for copper, which deploys the closed-form forecaster for unseen specimens and the learned model only for continuing one already observed.
T. Sriwaranon, Borworntat Dendumrongkul, Tanapat Chamted et al.
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