Deep learning meets urban design
Assessing streetscape aesthetic and design quality through AI and cluster analysis
Bibliographic Data
| ID | 6419573 |
|---|---|
| Authors | Haoran Ma (0000-0003-1567-713X), Jie Li (0000-0002-5131-4769), Xinyue Ye (0000-0001-8838-9476) |
| Year | 2025 |
| Volume | 162 |
| Pages | 105939-105939 |
| Publication date | 2025-04-04 |
| Open Access | Yes |
| Type | ARTICLE |
| Venue | Cities (JOURNAL) |
| Journal identifiers | ISSN: 0264-2751 • E-ISSN: 1873-6084 |
| Publisher | Elsevier BV (PUBLISHER) |
| DOI | 10.1016/j.cities.2025.105939 |
| OpenAlex | W4409171747 |
| Language | NL |
| Citations received | 5 |
| References cited | 48 |
Architectural engineering · Civil engineering · Cluster (spacecraft · Epistemology · Quality (philosophy · Urban design · Urban planning · Computer Science · Engineering · Noise Effects and Management · Philosophy · Psychology · Urban Design and Spatial Analysis · Urban Green Space and Health
Embodied Intelligent Perception for Human-Centered Design in the Built Environment
Same Streets, Different Contexts
Seasonal Variations in the Restorative Quality Of Campus Landscapes
Perceived distance to greenery affects psychological restoration
Revealing emotional responses to urban environmental elements through street view data and deep learning
Conflict, arousal, and curiosity.
Measuring human perceptions of a large-scale urban region using machine learning
The Cityscapes Dataset for Semantic Urban Scene Understanding
Hdbscan
Measuring residents’ perceptions of city streets to inform better street planning through deep learning and space syntax
Landscape and the philosophy of aesthetics
Landscape perception
International variation in neighborhood walkability, transit, and recreation environments using geographic information systems
Measuring the Unmeasurable
Important places in landscape – investigating the determinants of perceived landscape value in the suburban area of Wrocław, Poland
How does spatial structure affect psychological restoration? A method based on graph neural networks and street view imagery
Greener view, safer drive
Measuring heterogeneous perception of urban space with massive data and machine learning
Evaluating the subjective perceptions of streetscapes using street-view images
Assessing differences in safety perceptions using GeoAI and survey across neighbourhoods in Stockholm, Sweden
Street view imagery in urban analytics and GIS
Urban greenness, mixed land-use, and life satisfaction
A novel walkability index using google street view and deep learning
Multiscale analysis of human social sensing of urban appearance and its effects on house price appreciation in Wuhan, China
Visual Aesthetic Quality Assessment of Urban Forests
The Timing and Aesthetics of Public Engagement
Measuring human perceptions of streetscapes to better inform urban renewal
Measuring the age-friendliness of streets' walking environment using multi-source big data
Quantitative evaluation of attraction intensity of highway landscape visual elements based on dynamic perception
Visual aesthetic quality assessment of the streetscape from the perspective of landscape-perception coupling
Landscape Evaluation
Greener the safer? Effects of urban green space on community safety and perception of safety using satellite and street view imagery data
Evaluating Public Space
| Citations per year | 5 |
|---|---|
| Citation span | 2026 - 2026 (1) |
| Highly cited | No |