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- license: cc-by-4.0
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- This is the dataset used in our paper "ityLens: Benchmarking Large Language-Vision Models for Urban Socioeconomic Sensing".
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ license: mit
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+ #### Data
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+ **CityLens-Data.zip** contains the data used in *CityLens* research project. Please follow the steps below to use it:
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+ * **Dataset/** — This folder includes datasets for the 11 tasks we construct.
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+ * **Benchmark/** — This folder contains all task files sampled from the *Dataset* folder, which are used for evaluation.
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+ * **street\_view\_image/** — This folder provides the Google/Baidu pano ID information file and all street view images collected from the Mapillary platform.
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+ * **satellite\_image/** — This folder includes all satellite images used in our experiments.
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+ #### CityLens
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+ Repository: [https://github.com/tsinghua-fib-lab/CityLens](https://github.com/tsinghua-fib-lab/CityLens)
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+ Paper: [https://arxiv.org/abs/2506.00530](https://arxiv.org/abs/2506.00530)
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+ #### Citation
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+ If you find this work helpful, please cite our paper.
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+ ```bash
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+ @article{liu2025citylens,
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+ title={CityLens: Evaluating Large Vision-Language Models for Urban Socioeconomic Sensing},
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+ author={Liu, Tianhui and Pang, Hetian and Zhang, Xin and Ouyang, Tianjian and Zhang, Zhiyuan and Feng, Jie and Li, Yong and Pan, Hui},
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+ journal={arXiv preprint arXiv:2506.00530},
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+ year={2025}
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+ }
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+ ```