Author

Jianping Zhou

Shanghai Jiao Tong University

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Book Open access Aug 2026

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

The vast oceans record the impacts of climate change and human activities on the Earth system. Over the past century, oceanographic scientists have collected extensive ocean profile data to reflect variations of oceanic elements, such as dissolved oxygen. However, due to the sophisticated measurements and high costs, h...

Bin Lu, Jingjing Shen, Ze Zhao et al. · Proceedings of the 32nd ACM... · 0 citations

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 archit...

Bin Lu, Jingjing Shen, Ze Zhao et al. · Proceedings of the 32nd ACM... · 0 citations