Data-driven approach to assess street safety: Large-scale analysis of the microscopic design

W Wu, J Guo, Z Ma, K Zhao - ISPRS International Journal of Geo …, 2022 - mdpi.com
Safety is an important quality of street space that affects people's psychological state and
behavior in many ways. Previous large-scale assessment of street safety focuses more on …

Research on correlation between spatial quality of urban streets and pedestrian walking characteristics in china based on street view big data

W Xuan, L Zhao - Journal of Urban Planning and Development, 2022 - ascelibrary.org
Recently, China's urban construction has gradually shifted from incremental development to
quality improvement, and urban residents' demand for a better travel environment has …

Constructing the quality measurement model of street space and its application in the old town in Wuhan

T Wan, W Lu, P Sun - Frontiers in public health, 2022 - frontiersin.org
The quality of street space is the comprehensive suitability evaluation from the objective
physical environments and the subjective pedestrian perception. Since the existing quality …

Measuring the age-friendliness of streets' walking environment using multi-source big data: A case study in Shanghai, China

Z Wei, K Cao, MP Kwan, Y Jiang, Q Feng - Cities, 2024 - Elsevier
The rapidly aging population demands more public and academic attention to both the
physical and psychological needs of older adults. Walking is one of the most favored forms …

Evaluating the spatial quality of urban living streets: A case study of Hengyang City in Central South China

J Duan, J Liao, J Liu, X Gao, A Shang, Z Huang - Sustainability, 2023 - mdpi.com
Evaluating the spatial quality of a living street entails identifying and assessing the outdoor
space that influences residents' leisure and recreation, which may contribute to urban …

Using google street view to reveal environmental justice: Assessing public perceived walkability in macroscale city

Y Lu, HM Chen - Landscape and Urban Planning, 2024 - Elsevier
Walkability is an important issue in urban planning equity, which is primarily influenced by
the objective environment and subjective perception. However, assessing the objective …

Understanding the effects of environmental perceptions on walking behavior by integrating big data with small data

S Qiao, AGO Yeh - Landscape and Urban Planning, 2023 - Elsevier
Human-perceived landscape and amenities are not equivalent to the objective physical
world. Traditional big data research that only uses objectively measured environments …

[Retracted] Visual Evaluation of Urban Streetscape Design Supported by Multisource Data and Deep Learning

G Feng, G Zou, P Wang - Computational Intelligence and …, 2022 - Wiley Online Library
This paper integrates classical design theory, multisource urban data, and deep learning to
explore an accurate analytical framework in a new data environment, providing a scientific …

[HTML][HTML] Measuring residents' perceptions of city streets to inform better street planning through deep learning and space syntax

L Wang, X Han, J He, T Jung - ISPRS Journal of Photogrammetry and …, 2022 - Elsevier
The quality of street space plays an important role in promoting urban development. Street
space refers to public spaces consisting of street elements such as plant, roads and …

A systematic measurement of street quality through multi-sourced urban data: A human-oriented analysis

L Zhang, Y Ye, W Zeng, A Chiaradia - International journal of …, 2019 - mdpi.com
Many studies have been made on street quality, physical activity and public health.
However, most studies so far have focused on only few features, such as street greenery or …