Identifies morphology-dependent urban heterogeneity scales (~256 m original layout, ~64 m infilled) where resolved and sub-grid flow variability become comparable and tests drag and stress parameterizations for scale-aware urban canopy models.
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Pith papers citing it
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2026 2verdicts
UNVERDICTED 2representative citing papers
MorphoFormer reduces building height RMSE by 0.24 m on a 54-city test set by adding a footprint-guided decoder and morphology consistency loss to a Swin backbone, while keeping footprint accuracy stable.
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Multi-scale flow analysis for scale-aware urban-canopy models
Identifies morphology-dependent urban heterogeneity scales (~256 m original layout, ~64 m infilled) where resolved and sub-grid flow variability become comparable and tests drag and stress parameterizations for scale-aware urban canopy models.
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Morphology-Guided Cross-Task Coupling for Joint Building Height and Footprint Estimation
MorphoFormer reduces building height RMSE by 0.24 m on a 54-city test set by adding a footprint-guided decoder and morphology consistency loss to a Swin backbone, while keeping footprint accuracy stable.