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Leveraging Generative Models for Uncertainty-Aware Sea Waves 3-D Reconstruction

In this article, we investigate a generative AI approach for interpolating 3-D point clouds of sea surface elevation data. Unlike classic AI models, which aim to reconstruct a dense surface directly from scattered samples, we leverage denoising diffusion probabilistic models (DDPMs) to cast the interpolation as the pro...