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Jianping Zhou

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Book Open access Aug 2026

OceanVerse: Evaluable 4D Ocean Element Reconstruction Dataset under Realistic Sparsity

The first oceanic 4D sparse observation reconstruction dataset, named OceanVerse, is presented, providing a novel large-scale dataset that meets the MNAR (Missing Not at Random) condition, supporting more effective model comparison, generalization evaluation and potential advancement of scientific reconstruction architectures.

Bin Lu, Jingjing Shen, Ze Zhao et al. · 0 citations