Abstract: Highlights•Fusing multimodal data of nature-economy-society for building height estimation.•An autoencoder is applied for dimensionality reduction.•Proposing multi-scale 1-D CNN for estimating building heights.•Experiments in Beijing and Shanghai demonstrated the superiority of the method.
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