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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…

计算机视觉与模式识别 · 计算机科学 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

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…

计算机视觉与模式识别 · 计算机科学 2022-11-28 Emily Muller , Emily Gemmell , Ishmam Choudhury , Ricky Nathvani , Antje Barbara Metzler , James Bennett , Emily Denton , Seth Flaxman , Majid Ezzati

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…

计算机视觉与模式识别 · 计算机科学 2016-09-13 Abhimanyu Dubey , Nikhil Naik , Devi Parikh , Ramesh Raskar , César A. Hidalgo

Safety perception measurement has been a subject of interest in many cities of the world. This is due to its social relevance, and to its effect on some local economic activities. Even though people safety perception is a subjective topic,…

计算机视觉与模式识别 · 计算机科学 2019-02-20 Sergio Acosta , Jorge E. Camargo

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…

计算机视觉与模式识别 · 计算机科学 2016-08-12 Lun Liu , Hui Wang , Chunyang Wu

Designing socially active streets has long been a goal of urban planning, yet existing quantitative research largely measures pedestrian volume rather than the quality of social interactions. We hypothesize that street view imagery -- an…

计算机视觉与模式识别 · 计算机科学 2025-08-11 Kieran Elrod , Katherine Flanigan , Mario Bergés

In the past decade, using Street View images and machine learning to measure human perception has become a mainstream research approach in urban science. However, this approach using only image-shallow information makes it difficult to…

计算机视觉与模式识别 · 计算机科学 2023-11-30 Haoran Ma , Dongdong Wu

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.…

人机交互 · 计算机科学 2025-10-01 Yuhao Kang , Junda Chen , Liu Liu , Kshitij Sharmad , Martina Mazzarello , Simone Mora , Fabio Duarte , Carlo Ratti

Urban perception describes how people subjectively evaluate urban environments, shaping how cities are experienced and understood. Existing computational approaches primarily model urban perception directly from street view images, but…

计算机视觉与模式识别 · 计算机科学 2026-05-07 Lin Che , Xi Wang , Marc Pollefeys , Konrad Schindler , Martin Raubal , Peter Kiefer

Policy makers, urban planners, architects, sociologists, and economists are interested in creating urban areas that are both lively and safe. But are the safety and liveliness of neighborhoods independent characteristics? Or are they just…

Understanding urban perception from street view imagery has become a central topic in urban analytics and human centered urban design. However, most existing studies treat urban scenes as static and largely ignore the role of dynamic…

计算机与社会 · 计算机科学 2026-01-05 Zhiwei Wei , Mengzi Zhang , Boyan Lu , Zhitao Deng , Nai Yang , Hua Liao

The visual appeal of urban environments significantly impacts residents' satisfaction with their living spaces and their overall mood, which in turn, affects their health and well-being. Given the resource-intensive nature of gathering…

人机交互 · 计算机科学 2024-07-22 Milad Malekzadeh , Elias Willberg , Jussi Torkko , Tuuli Toivonen

Neighborhood gentrification plays a significant role in shaping the social and economic well-being of both individuals and communities at large. While some efforts have been made to detect gentrification in cities, existing approaches rely…

计算机视觉与模式识别 · 计算机科学 2023-01-06 Tianyuan Huang , Timothy Dai , Zhecheng Wang , Hesu Yoon , Hao Sheng , Andrew Y. Ng , Ram Rajagopal , Jackelyn Hwang

Cycling is reported by an average of 35\% of adults at least once per week across 28 countries, and as vulnerable road users directly exposed to their surroundings, cyclists experience the street at an intensity unmatched by other modes.…

物理与社会 · 物理学 2026-02-12 Haining Ding , Chenxi Wang , Michal Gath-Morad

Cycling is critical for cities to transition to more sustainable transport modes. Yet, safety concerns remain a critical deterrent for individuals to cycle. If individuals perceive an environment as unsafe for cycling, it is likely that…

计算机视觉与模式识别 · 计算机科学 2024-12-16 Miguel Costa , Manuel Marques , Carlos Lima Azevedo , Felix Wilhelm Siebert , Filipe Moura

Socioeconomic segregation is considered one of the main factors behind the emergence of large-scale inequalities in urban areas, and its characterisation is an active area of research in urban studies. There are currently many available…

物理与社会 · 物理学 2020-10-21 Sandro Sousa , Vincenzo Nicosia

Today, many cities seek to transition to more sustainable transportation systems. Cycling is critical in this transition for shorter trips, including first-and-last-mile links to transit. Yet, if individuals perceive cycling as unsafe, they…

计算机视觉与模式识别 · 计算机科学 2023-08-01 Miguel Costa , Manuel Marques , Felix Wilhelm Siebert , Carlos Lima Azevedo , Filipe Moura

Understanding scaling relations of social and environmental attributes of urban systems is necessary for effectively managing cities. Urban scaling theory (UST) has assumed that population density scales positively with city size. We…

Understanding how built environments shape human experience is central to designing sustainable cities. Cycling provides a critical case: it delivers health and environmental benefits, yet its uptake depends strongly on the experience of…

计算机与社会 · 计算机科学 2025-09-22 Haining Ding , Chenxi Wang , Michal Gath-Morad
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