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+---
+license: cc-by-sa-4.0
+language:
+- en
+tags:
+- urban
+- perception
+- computervision
+size_categories:
+- n<1K
+---
+# Street Perception Evaluation Considering Socioeconomics (SPECS)
+Repository for the Street Perception Evaluation Considering Socioeconomics (SPECS) dataset developed in the [It's not you, it's me: Global urban visual perception varies across demographics and personalities](https://github.com/matqr/specs) project.
+This project was developed at the Future Cities Lab Global in the Singapore-ETH Centre in close collaboration with the [Urban Analytics Lab (UAL)](https://ual.sg/) at the National University of Singapore (NUS).
+# Content Breakdown
+```
+SPECS
+├── abuja/
+    ├── 10 CSV files with contextual information for this city' images
+├── global-streetscapes/ (download contextual data from original [Global Streetscapes](https://huggingface.co/datasets/NUS-UAL/global-streetscapes))
+├── labels/
+    ├── final/ (6 XLSX files with final pairwise comparisons)
+    ├── inferences/ (6 CSV files with inferred perception scores using the perception model used in [Global Streetscapes](https://huggingface.co/datasets/NUS-UAL/global-streetscapes))
+    ├── processed/ (10 CSV files with computed perception Q scores)
+├── svi/ (SVIs should be downloaded following the [wiki](https://github.com/matqr/specs/wiki) or with the metadata file)
+    ├── img_paths.csv (path location )
+    ├── metadata.csv (file with imagery metadata)
+    ├── visual_complexity_all.csv
+```
+# Read More
+Read more about this project on its [website](), which includes an overview of this effort together with the background and the [paper](https://www.nature.com/articles/s44284-025-00330-x).
+A free version (postprint / author-accepted manuscript) can be downloaded [here](https://arxiv.org/abs/2505.12758).
+# Citation
+To cite this work, please refer to the [paper](https://www.nature.com/articles/s44284-025-00330-x):
+Quintana M, Gu Y, Liang X, Hou Y, Ito K, Zhu Y, Abdelrahman M, Biljecki F (2025): Global urban visual perception varies across demographics and personalities. Nature Cities 2(11): 1092-1106. doi: 10.1038/s44284-025-00330-x
+BibTeX:
+```
+@article{quintana2025,
+  title = {Global Urban Visual Perception Varies across Demographics and Personalities},
+  author = {Quintana, Matias and Gu, Youlong and Liang, Xiucheng and Hou, Yujun and Ito, Koichi and Zhu, Yihan and Abdelrahman, Mahmoud and Biljecki, Filip},
+  year = {2025},
+  journal = {Nature Cities},
+  volume = {2},
+  number = {11},
+  pages = {1092--1106},
+  issn = {2731-9997},
+  doi = {10.1038/s44284-025-00330-x},
+  url = {https://www.nature.com/articles/s44284-025-00330-x},
+}
+```

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