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Papers Benchmarks Datasets Tasks

Physical Dynamics Imputation research benchmarks · SOTA2 Research

Physical Dynamics Imputation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Global Ocean SSS

Observation-Aligned Mask Priors

0.276MSE

12

May 19, 2026

Baltic Sea NANO

Observation-Aligned Mask Priors

0.294MSE

12

May 19, 2026

Observation-Aligned Mask Priors

0.16MSE

12

May 19, 2026

ERA5 1% pixel-wise observation

122.9MSE

6

May 4, 2026

ERA5 10% pixel-wise observation

0.408MSE (x10^-2)

6

May 4, 2026

ERA5 20% pixel-wise observation

0.25MSE

6

May 4, 2026

Navier-Stokes 20% pixel-wise observation

1,931MSE

6

May 4, 2026

Navier-Stokes 60% pixel-wise observation

507MSE (x10^-3)

6

May 4, 2026

Navier-Stokes 80% pixel-wise observation

223MSE

6

May 4, 2026

Popular datasets

Navier-Stokes ERA5 Black Sea CHL Baltic Sea Global Ocean SSS

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