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As digital tools increasingly shape spatial planning practices, understanding how different data sources reflect human experiences of urban environments is essential. Street View Imagery (SVI) and Public Participation GIS (PPGIS) represent…

Computer Vision and Pattern Recognition · Computer Science 2025-11-11 Milad Malekzadeh , Elias Willberg , Jussi Torkko , Silviya Korpilo , Kamyar Hasanzadeh , Olle Järv , Tuuli Toivonen

Understanding greenspace attractiveness is essential for designing livable and inclusive urban environments, yet existing assessment approaches often overlook informal or transient spaces and remain too resource intensive to capture…

Computers and Society · Computer Science 2025-12-17 Milad Malekzadeh , Magdalena Biernacka , Elias Willberg , Jussi Torkko , Edyta Łaszkiewicz , Tuuli Toivonen

Understanding people's preferences is crucial for urban planning, yet current approaches often combine responses from multi-cultural populations, obscuring demographic differences and risking amplifying biases. We conducted a largescale…

Computer Vision and Pattern Recognition · Computer Science 2025-10-29 Matias Quintana , Youlong Gu , Xiucheng Liang , Yujun Hou , Koichi Ito , Yihan Zhu , Mahmoud Abdelrahman , Filip Biljecki

Recently, it has been recognized that large language models demonstrate high performance on various intellectual tasks. However, few studies have investigated alignment with humans in behaviors that involve sensibility, such as aesthetic…

Artificial Intelligence · Computer Science 2024-03-07 Yoshia Abe , Tatsuya Daikoku , Yasuo Kuniyoshi

The way residents perceive safety plays an important role in how they use public spaces. Studies have combined large-scale street view images and advanced computer vision techniques to measure the perception of safety of urban environments.…

Human-Computer Interaction · Computer Science 2025-10-01 Yuhao Kang , Junda Chen , Liu Liu , Kshitij Sharmad , Martina Mazzarello , Simone Mora , Fabio Duarte , Carlo Ratti

Researchers are constantly leveraging new forms of data with the goal of understanding how people perceive the built environment and build the collective place identity of cities. Latest advancements in generative artificial intelligence…

Machine Learning · Computer Science 2023-06-09 Kee Moon Jang , Junda Chen , Yuhao Kang , Junghwan Kim , Jinhyung Lee , Fábio Duarte

Understanding how urban density impacts public perceptions of urban service is important for informing livable, accessible, and equitable urban planning. Conventional methods such as surveys are limited by their sampling scope, time…

Social and Information Networks · Computer Science 2024-04-23 Lingyao Li , Songhua Hu , Atiyya Shaw , Libby Hemphill

Online social networks contain a constantly increasing amount of images - most of them focusing on people. Due to cultural and climate factors, fashion trends and physical appearance of individuals differ from city to city. In this paper we…

Computer Vision and Pattern Recognition · Computer Science 2018-02-01 Kaili Wang , Yu-Hui Huang , Jose Oramas , Luc Van Gool , Tinne Tuytelaars

Computer vision methods that quantify the perception of urban environment are increasingly being used to study the relationship between a city's physical appearance and the behavior and health of its residents. Yet, the throughput of…

Computer Vision and Pattern Recognition · Computer Science 2016-09-13 Abhimanyu Dubey , Nikhil Naik , Devi Parikh , Ramesh Raskar , César A. Hidalgo

Quantifying and assessing urban greenery is consequential for planning and development, reflecting the everlasting importance of green spaces for multiple climate and well-being dimensions of cities. Evaluation can be broadly grouped into…

Computer Vision and Pattern Recognition · Computer Science 2026-03-10 Matias Quintana , Fangqi Liu , Jussi Torkko , Youlong Gu , Xiucheng Liang , Yujun Hou , Koichi Ito , Yihan Zhu , Mahmoud Abdelrahman , Tuuli Toivonen , Yi Lu , Filip Biljecki

Using individual-level survey data from 2024, this study investigated how respondent characteristics are associated with a subjective view of generative artificial intelligence (GAI). We asked 14 questions concerning respondents view about…

General Economics · Economics 2024-06-07 Eiji Yamamura , Fumio Ohtake

Given the size of modern cities in the urbanising age, it is beyond the perceptual capacity of most people to develop a good knowledge about the beauty and ugliness of the city at every street corner. Correspondingly, for planners, it is…

Computer Vision and Pattern Recognition · Computer Science 2016-08-12 Lun Liu , Hui Wang , Chunyang Wu

Urban parks play an essential role in meeting the ecological, social, and recreational requirements of residents. Access to urban parks reflects people's quality of life. The present research focused on the cumulative accessibility by…

Physics and Society · Physics 2022-12-13 Tianchen Huang

Rapid progress in text-to-image generative models coupled with their deployment for visual content creation has magnified the importance of thoroughly evaluating their performance and identifying potential biases. In pursuit of models that…

Computer Vision and Pattern Recognition · Computer Science 2024-05-08 Melissa Hall , Samuel J. Bell , Candace Ross , Adina Williams , Michal Drozdzal , Adriana Romero Soriano

The interactions of individuals with city neighbourhoods is determined, in part, by the perceived quality of urban environments. Perceived neighbourhood quality is a core component of urban vitality, influencing social cohesion, sense of…

Computer Vision and Pattern Recognition · Computer Science 2022-11-28 Emily Muller , Emily Gemmell , Ishmam Choudhury , Ricky Nathvani , Antje Barbara Metzler , James Bennett , Emily Denton , Seth Flaxman , Majid Ezzati

Beautimeter is a new tool powered by generative pre-trained transformer (GPT) technology, designed to evaluate architectural and urban beauty. Rooted in Christopher Alexander's theory of centers, this work builds on the idea that all…

Physics and Society · Physics 2025-03-25 Bin Jiang

New data sources, and artificial intelligence (AI) methods to extract information from them are becoming plentiful, and relevant to decision making in many societal applications. An important example is street view imagery, available in…

Computers and Society · Computer Science 2025-01-31 Miao Zhang , Salman Rahman , Vishwali Mhasawade , Rumi Chunara

Historic urban quarters are increasingly shaped by tourism and lifestyle consumption, yet planners often lack scalable evidence on what visitors notice, prefer, and criticize in these environments. This study proposes an AI-based,…

Artificial Intelligence · Computer Science 2026-02-24 Kaizhen Tan , Yufan Wu , Yuxuan Liu , Haoran Zeng

The HCI field has demonstrated a growing interest in leveraging emerging technologies to enrich urban experiences. However, insufficient studies investigate the experience and design space of AI image technology (AIGT) applications for…

Human-Computer Interaction · Computer Science 2024-06-11 Peng-Kai Hung , Janet Yi-Ching Huang , Stephan Wensveen , Rung-Huei Liang

What people choose to see, like, or remember is of profound interest to city planners and architects. Previous research suggests what people are more likely to store in their memory - buildings with dominant shapes and bright colors,…

Physics and Society · Physics 2021-12-01 Shan He , Yuji Yoshimura , Jonas Helfer , Gary Hack , Carlo Ratti , Takehiko Nagakura
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