What is it about?
We have developed a method to recreate how materials change their appearance over time, focusing on things like rusting, decaying, melting, and weathering. Unlike previous approaches that focus on separating how things look (appearance) and how they move (motion), we center on capturing changes in how materials themselves evolve visually.
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Why is it important?
This area is close to our daily life but rather under-explored, as appearances are essential to our visual perception and many factors are changing the appearances around us every second. We open the door to a robust framework of modeling such phenomena through observed data and lay the foundation for future research by collecting and releasing the first dedicated dataset.
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This page is a summary of: Neural Differential Appearance Equations, ACM Transactions on Graphics, November 2024, ACM (Association for Computing Machinery),
DOI: 10.1145/3687900.
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