A hierarchical approach for fine-grained urban villages recognition fusing remote and social sensing data

•The hierarchical recognition framework is proposed to recognize fine-grained urban villages.•Remote sensing and social sensing data are fused to recognize fine-grained urban villages.•Experiment in Shenzhen demonstrates it achieves high accuracy and outperforms traditional methods.•The zone-based training strategy and parameter analysis are also presented.