mlsanityData to 14 Oct 2026

Mapping Urban Villages in China: Progress and Challenges

arXiv 2503.14195 ↗First posted 18 Mar 2025cs.DB cs.CVcited by 3

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Abstract (arXiv)

The shift toward high-quality urbanization has brought increased attention to the issue of "urban villages", which has become a prominent social problem in China. However, there is a lack of available geospatial data on urban villages, making it crucial to prioritize urban village mapping. In order to assess the current progress in urban village mapping and identify challenges and future directions, we have conducted a comprehensive review, which to the best of our knowledge is the first of its kind in this field. Our review begins by providing a clear context for urban villages and elaborating the method for literature review, then summarizes the study areas, data sources, and approaches used for urban village mapping in China. We also address the challenges and future directions for further research. Through thorough investigation, we find that current studies only cover very limited study areas and periods and lack sufficient investigation into the scalability, transferability, and interpretability of identification approaches due to the challenges in concept fuzziness and variances, spatial heterogeneity and variances of urban villages, and data availability. Future research can complement and further the current research in the following potential directions in order to achieve large-area mapping across the whole nation...

Key facts. Cited by 3 papers in the map (data through 14 Oct 2026). Builds on 9 of its 80 references that are in the map. First posted on arXiv 18 Mar 2025.

Builds on

9 of 80 references.

References · 9

  1. 2015U-Net: Convolutional Networks for Biomedical Image Segmentationcited by 19,713
  2. 2023Segment Anythingcited by 8,234
  3. 2017Mask R-CNNcited by 7,277
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  5. 2019Deep Learning for Image Super-resolution: A Surveycited by 369
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  7. 2024UV-SAM: Adapting Segment Anything Model for Urban Village Identificationcited by 29
  8. 2022A Contextual Master-Slave Framework on Urban Region Graph for Urban Village Detectioncited by 10
  9. 2022Responsible Urban Intelligence: Towards a Research Agendacited by 2

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Cited by year (2026 to 14 Oct)

Citing papers per year: 2025: 1; 2026: 2.

3 papers.