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Data

CityLens-Data.zip contains the data used in CityLens research project. Please follow the steps below to use it:

  • Dataset/ — This folder includes datasets for the 11 tasks we construct.
  • Benchmark/ — This folder contains all task files sampled from the Dataset folder, which are used for evaluation.
  • street_view_image/ — This folder provides the Google/Baidu pano ID information file and all street view images collected from the Mapillary platform.
  • satellite_image/ — This folder includes all satellite images used in our experiments.

CityLens

Repository: https://github.com/tsinghua-fib-lab/CityLens

Paper: https://arxiv.org/abs/2506.00530

Citation

If you find this work helpful, please cite our paper.

@article{liu2025citylens,
  title={CityLens: Evaluating Large Vision-Language Models for Urban Socioeconomic Sensing},
  author={Liu, Tianhui and Pang, Hetian and Zhang, Xin and Ouyang, Tianjian and Zhang, Zhiyuan and Feng, Jie and Li, Yong and Pan, Hui},
  journal={arXiv preprint arXiv:2506.00530},
  year={2025}
}
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