Zhang, Yan, Yong Li, and Fan Zhang*. Multi-level urban street representation with street-view imagery and hybrid semantic graph. ISPRS Journal of Photogrammetry and Remote Sensing 218: 19-32, 2024
Hou, Ce, Fan Zhang*, Yuhao Kang, Song Gao, Yong Li, Fábio Duarte, and Sen Li. Transferred Bias Uncovers the Balance Between the Development of Physical and Socioeconomic Environments of Cities. Annals of the American Association of Geographers 1-19, 2024.
Min Chen, et al. "Collaboration between artificial intelligence and Earth science communities for mutual benefit." Nature Geoscience 17, no. 10: 949-952, 2024.
Zhuangyuan Fan, Fan Zhang*, Becky PY Loo, and Carlo Ratti. Urban visual intelligence: Uncovering hidden city profiles with street view images. Proceedings of the National Academy of Sciences, 120(27):e2220417120, 2023
Fan Zhang*, Arianna Salazar-Miranda, Fábio Duarte, Lawrence Vale, Gary Hack, Min Chen, Yu Liu, Michael Batty, and Carlo Ratti. Urban Visual Intelligence: Studying Cities with Artificial Intelligence and Street-Level Imagery. Annals of the American Association of Geographers, 2024.
Arianna Salazar Miranda, Fan Zhang*, Maoran Sun, Pietro Leoni, Fábio Duarte, and Carlo Ratti. Smart curbs: Measuring street activities in real-time using computer vision. Landscape and Urban Planning, 234:104715, 2023
Yingjing Huang, Fan Zhang*, Yong Gao, Wei Tu, Fabio Duarte, Carlo Ratti, Diansheng Guo, and Yu Liu. Comprehensive urban space representation with varying numbers of street-level images. Computers, Environment and Urban Systems, 106:102043, 2023
Fan Zhang, Jan Dirk Wegner, Bisheng Yang, and Yu Liu. Street-level imagery analytics and applications. ISPRS Journal of Photogrammetry and Remote Sensing, 199:195–196, 2023
Zhixin Zhang, et al. Significant carbon mitigation potential of rooftop solar photovoltaics in China. Nature Communications, 14(2347), 2023
Chuanbo Hu, Shan Jia, Fan Zhang, Changjiang Xiao, Mindi Ruan, Jacob Thrasher, and Xin Li. Updexplainer: an interpretable transformer-based framework for urban physical disorder detection using street view imagery. ISPRS Journal of Photogrammetry and Remote Sensing, 204:209–222, 2023
Chuan-bo Hu, Shan Jia, Fan Zhang, and Xin Li. A saliency-guided street view image inpainting framework for efficient last-meters wayfinding. ISPRS Journal of Photogrammetry and Remote Sensing, 195:365–379, 2023
Min Chen, et al. Nature Reviews Earth & Environment, 4(8):568–581, 2023
Maoran Sun, Changyu Han, Quan Nie, Fan Zhang*, and Qunshan Zhao*. Understanding building energy efficiency with administrative and emerging urban big data by deep learning in Glasgow. Energy and Buildings, 273:112331, 2022
Maoran Sun, Fan Zhang*, Fabio Durate, and Carlo Ratti. Understanding architecture ages and styles through deep learning. Cities, 128:103787, 2022
Zhuangyuan Fan, Fan Zhang, and Becky P.Y. Loo. Rhythm of Transit Stations Uncovering the Activity-travel Dynamics of Transit-Oriented Development in the U.S. IEEE Transactions on Intelligent Transportation Systems, 23:12503–12517, 2022
Yuhao Kang, Fan Zhang*, Wenzhe Peng, Song Gao, Jinmeng Rao, Fabio Duarte, and Carlo Ratti. Understanding house price appreciation using multi-source big geo-data and machine learning. Land Use Policy, 111:104919, 2021
Yuhao Kang, Fan Zhang*, Song Gao, Wenzhe Peng, and Carlo Ratti. Human settlement value assessment from a place perspective: considering human mobility and perceptions in house price modeling. Cities, 117, 2021
Fan Zhang and Yu Liu. Street view imagery: methods and applications based on artificial intelligence techniques. National Remote Sensing Bulletin, 25:1057–1068, 2021
Chuanbo Hu, Fan Zhang*, Fangying Gong, Carlo Ratti, and Xin Li. Classification and mapping of urban canyon geometry using Google Street View images and deep multitask learning. Building and Environment, 167:106424, 2020
Yuhao Kang, Fan Zhang*, Song Gao, Hui Lin, and Yu Liu. A review of urban physical environment sensing using street view imagery in public health studies. Annals of GIS, 26(3):261–275, 2020
Fan Zhang, Zhuangyuan Fan, Yujie Hu, and Carlo Ratti. “Perception bias”: Deciphering a mismatch between urban crime rate and perception of safety. Landscape and Urban Planning, 207:104003, 2020
Fan Zhang, Jinyan Zu, Mingyuan Hu, Di Zhu, Yuhao Kang, Song Gao, Yi Zhang, and Zhou Huang. Uncovering inconspicuous places using social media check-ins and street view images. Computers, Environment and Urban Systems, 81:101478, 2020
Di Zhu, Fan Zhang, Shengyin Wang, Ximeng Cheng, Zhou Huang, Yaoli Wang, and Yu Liu. Understanding place characteristics in geographic contexts through graph convolutional neural networks. Annals of the American Association of Geographers, 110(2):408–420, 2020
Fan Zhang, Lun Wu, Di Zhu, and Yu Liu. Social sensing from street-level imagery: a case study in learning spatio-temporal urban mobility patterns. ISPRS Journal of Photogrammetry and Remote Sensing, 153:48–58, 2019
Fan Zhang, Ding Zhang, Yu Liu, and Hui Lin. Representing place locales using scene elements. Computers, Environment and Urban Systems, 71:153–164, 2018
Fan Zhang, Bolei Zhou, Liu Liu, Yu Liu, Helene H. Fung, Hui Lin, and Carlo Ratti. Measuring human perceptions of a large-scale urban region using machine learning. Landscape and Urban Planning, 180:148–160, 2018
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