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| Checkpoint | City | Step |
|---|---|---|
checkpoints_step1_nyc | New York City | Site constraints → Land use + road network |
checkpoints_step1_chi | Chicago | Site constraints → Land use + road network |
checkpoints_step2_nyc | New York City | Land use + roads → Building footprint layout |
checkpoints_step2_chi | Chicago | Land use + roads → Building footprint layout |
checkpoints_step3_nyc | New York City | Building footprints → Satellite image |
checkpoints_step3_chi | Chicago | Building footprints → Satellite image |
runwayml/stable-diffusion-v1-5 + ControlNet. Checkpoints are FP16, ~2.9 GB each.1@article{he2025human,
2 title = {Human-guided urban form generation using multimodal diffusion models},
3 author = {He, Mingyi and Liang, Yuebing and Wang, Shenhao and Zheng, Yunhan
4 and Wang, Qingyi and Zhuang, Dingyi and Tian, Li and Zhao, Jinhua},
5 journal = {Building and Environment},
6 pages = {113892},
7 year = {2025},
8 doi = {10.1016/j.buildenv.2025.113892}
9}
10
11@article{he2025generative,
12 title = {Generative {AI} for urban design: a stepwise approach integrating
13 human expertise with multimodal diffusion models},
14 author = {He, Mingyi and Liang, Yuebing and Wang, Shenhao and Zheng, Yunhan
15 and Wang, Qingyi and Zhuang, Dingyi and Tian, Li and Zhao, Jinhua},
16 journal = {arXiv preprint arXiv:2505.24260},
17 year = {2025}
18}