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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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.