Yingjing Huang

PhD @ Peking University

Hey, I am Yingjing Huang (黄颖菁). 👋

I hold a Ph.D. in Cartograpghy and Geographic Information Science from Peking University, China. During my doctoral studies, I was jointly supervised by Prof. Lun Wu (邬伦), Prof. Yu Liu (刘瑜), and Prof. Fan Zhang (张帆). I spent one year as a visiting Ph.D. student at the MIT Senseable City Lab for one year, jointly supervised by Prof. Carlo Ratti, Dr. Fábio Duarte, and Dr. Simone Mora. I hold a bachelor’s and master’s degree from Wuhan University, China, where I was advised by Prof. Teng Fei (费腾).

My research lies at the intersection of GIScience and computer vision, focusing on urban visual AI and its applications in urban planning.

I am currently seeking new opportunities as a faculty member or postdoctoral researcher.

news

Jun 18, 2025	Our paper on “Measuring Urban Physical Environments Using lmage Deep Features: A Case Study” is accepted to Cities 🎉🎉
May 19, 2025	I successfully defended my PhD thesis!
Apr 16, 2025	Our paper on “Intelligent Computational Representation of Urban Imagery” （in Chinese）is accepted to Geomatics and Information Science of Wuhan University 🎉🎉
Dec 01, 2024	Our paper on “No “true” greenery: Deciphering the bias of satellite and street view imagery in urban greenery measurement” is accepted to Building and Environment 🎉🎉
Apr 17, 2024	Presentation on 2024 AAG Annual Meeting

selected publications

Measuring urban physical environments using image deep features

Yingjing Huang, Fan Zhang, Lun Wu, and Yu Liu

Cities, 2025

Bib PDF Code

@article{huang2025measuringa,
  title = {Measuring urban physical environments using image deep features},
  author = {Huang, Yingjing and Zhang, Fan and Wu, Lun and Liu, Yu},
  year = {2025},
  journal = {Cities},
  volume = {166},
  pages = {106196},
  issn = {0264-2751},
  language = {en},
}

Intelligent Computational Representation of Urban Imagery

Yingjing Huang, Fan Zhang, Yong Li, Lun Wu, and Yu Liu

Geomatics and Information Science of Wuhan University, 2025

(in Chinese)

DOI Bib PDF

@article{huang2025cheng,
  title = {Intelligent Computational Representation of Urban Imagery},
  author = {Huang, Yingjing and Zhang, Fan and Li, Yong and Wu, Lun and Liu, Yu},
  year = {2025},
  journal = {Geomatics and Information Science of Wuhan University},
  volume = {0},
  number = {0},
  issn = {1671-8860},
  language = {cn},
  doi = {10.13203/j.whugis20240472},
}

No True Greenery

No “true” greenery: Deciphering the bias of satellite and street view imagery in urban greenery measurement

Yingjing Huang, Rohit Priyadarshi Sanatani, Chang Liu, Yuhao Kang, Fan Zhang, Yu Liu, Fabio Duarte, and Carlo Ratti

Building and Environment, 2025

Bib PDF Code Website

@article{huang2025no,
  title = {No ``true'' greenery: Deciphering the bias of satellite and street view imagery in urban greenery measurement},
  author = {Huang, Yingjing and Sanatani, Rohit Priyadarshi and Liu, Chang and Kang, Yuhao and Zhang, Fan and Liu, Yu and Duarte, Fabio and Ratti, Carlo},
  year = {2025},
  journal = {Building and Environment},
  volume = {269},
  pages = {112395},
  issn = {03601323},
  language = {en},
}

Vision-LSTM

Comprehensive Urban Space Representation with Varying Numbers of Street-Level Images

Yingjing Huang, Fan Zhang, Yong Gao, Wei Tu, Fabio Duarte, Carlo Ratti, Diansheng Guo, and Yu Liu

Computers, Environment and Urban Systems, Dec 2023

DOI Bib PDF Code Website

@article{huang2023comprehensive,
  title = {Comprehensive Urban Space Representation with Varying Numbers of Street-Level Images},
  author = {Huang, Yingjing and Zhang, Fan and Gao, Yong and Tu, Wei and Duarte, Fabio and Ratti, Carlo and Guo, Diansheng and Liu, Yu},
  year = {2023},
  month = dec,
  journal = {Computers, Environment and Urban Systems},
  volume = {106},
  pages = {102043},
  issn = {0198-9715},
  language = {en},
  doi = {10.1016/j.compenvurbsys.2023.102043},
  urldate = {2023-10-12},
}

Emotional Computing

GIS-Based Emotional Computing: A Review of Quantitative Approaches to Measure the Emotion Layer of Human–Environment Relationships

Yingjing Huang, Teng Fei, Mei-Po Kwan, Yuhao Kang, Jun Li, Yizhuo Li, Xiang Li, and Meng Bian

ISPRS International Journal of Geo-Information, Sep 2020

DOI Bib PDF

@article{Huang2020gis,
  title = {{{GIS-Based Emotional Computing}}: {{A Review}} of {{Quantitative Approaches}} to {{Measure}} the {{Emotion Layer}} of {{Human}}--{{Environment Relationships}}},
  shorttitle = {{{GIS-Based Emotional Computing}}},
  author = {Huang, Yingjing and Fei, Teng and Kwan, Mei-Po and Kang, Yuhao and Li, Jun and Li, Yizhuo and Li, Xiang and Bian, Meng},
  year = {2020},
  month = sep,
  journal = {ISPRS International Journal of Geo-Information},
  volume = {9},
  number = {9},
  pages = {551},
  issn = {2220-9964},
  doi = {10.3390/ijgi9090551},
  urldate = {2022-04-09},
  language = {en},
}

Bias in Place Emotion

Quantifying the Bias in Place Emotion Extracted from Photos on Social Networking Sites: A Case Study on a University Campus

Yingjing Huang, Jun Li, Guofeng Wu, and Teng Fei

Cities, Jul 2020

DOI Bib PDF

@article{Huang2020quantifying,
  title = {Quantifying the Bias in Place Emotion Extracted from Photos on Social Networking Sites: {{A}} Case Study on a University Campus},
  shorttitle = {Quantifying the Bias in Place Emotion Extracted from Photos on Social Networking Sites},
  author = {Huang, Yingjing and Li, Jun and Wu, Guofeng and Fei, Teng},
  year = {2020},
  month = jul,
  journal = {Cities},
  volume = {102},
  pages = {102719},
  issn = {02642751},
  language = {en},
  doi = {10.1016/j.cities.2020.102719},
  urldate = {2022-04-09},
}