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From images to insights: ChatGPT and Google Street View for walkability assessments
16 references·0 citing·49 second hopsampled
From images to insights: ChatGPT and Google Street View for walkability assessments (2026)From images to insights: ChatGPT and Goog…Natural Language Processing in Urban Planning: A Research Agenda (2024)Natural Language Processing i…Using open data and deep learning to explore walkability in Shenzhen, China (2023)Using open data and deep lear…Can ChatGPT Evaluate Plans? (2023)Can ChatGPT Evaluate Plans?Desirable streets for pedestrians: Using a street-level index to assess walkability (2022)Desirable streets for pedestr…Social and Economic Differences in Neighborhood Walkability Across 500 U.S. Cities (2021)Social and Economic Differenc…How are Neighborhood and Street-Level Walkability Factors Associated with Walking Behaviors? A Big Data Approach Using Street View Images (2021)How are Neighborhood and Stre…Objective scoring of streetscape walkability related to leisure walking: Statistical modeling approach with semantic segmentation of Google Street View images (2020)Objective scoring of streetsc…Moving to policy-amenable options for built environment research: The role of micro-scale neighborhood environment in promoting walking (2020)Moving to policy-amenable opt…Social inequalities in neighborhood visual walkability: Using street view imagery and deep learning technologies to facilitate healthy city planning (2019)Social inequalities in neighb…Walkable and resurgent for whom? The uneven geographies of walkability in Buffalo, NY (2018)Walkable and resurgent for wh…Planning Walkable Neighborhoods (2017)Planning Walkable Neighborhoo…Contextualizing Walkability: Do Relationships Between Built Environments and Walking Vary by Socioeconomic Context? (2017)Contextualizing Walkability: …The Walkable Neighborhood: A Literature Review (2013)The Walkable Neighborhood: A …Space, race, and poverty: Spatial inequalities in walkable neighborhood amenities? (2012)Space, race, and poverty: Spa…Active Living and Social Justice: Planning for Physical Activity in Low-income, Black, and Latino Communities (2006)Active Living and Social Just…To Walk or Not to Walk? The Hierarchy of Walking Needs (2005)To Walk or Not to Walk? The H…Assessing “Neighborhood Effects”: Social Processes and New Directions in Research (2002)E Pluribus Unum : Diversity and Community in the Twenty‐first Century The 2006 Johan Skytte Prize Lecture (2007)Travel and the Built Environment (2010)Walk score® and its potential contribution to the study of active transport and walkability: A critical and systematic review (2018)What is walkability? The urban DMA (2019)Health Behavior and Health Education: Theory, Research, and Practice (1992)Fixing broken windows: restoring order and reducing crime in our communities (1997)Relationship between Urban Sprawl and Physical Activity, Obesity, and Morbidity (2003)Got green? addressing environmental justice in park provision (2009)A Qualitative GIS Approach to Mapping Urban Neighborhoods with Children to Promote Physical Activity and Child-Friendly Community Planning (2010)People, recreational facility and physical activity: New-type urbanization planning for the healthy communities in China (2016)Handbook of environmental psychology (1987)Motivation and personality (1993)Motivation and Personality (1997)Built Environments and Obesity in Disadvantaged Populations (2009)What is a walkable place? The walkability debate in urban design (2015)The neighbourhood physical environment and active travel in older adults: a systematic review and meta-analysis (2017)How the built environment affects physical activity (2002)Neighborhood-Based Differences in Physical Activity: An Environment Scale Evaluation (2003)The Convention on the Rights of Persons with Disabilities (2017)Conceptualizing Mobility Inequality: Mobility and Accessibility for the Marginalized (2021)Approaching accessibility: Four opportunities to address the needs of disabled people in transportation planning in the United States (2022)Planning Innovation or City Branding? Exploring How Cities Operationalise the 20-Minute Neighbourhood Concept (2022)Travel demand and the 3Ds: Density, diversity, and design (1997)Determinants of low-carbon transport mode adoption: systematic review of reviews (2020)Perception of the built environment and walking in pericentral neighbourhoods in Santiago, Chile (2021)Examining the association between the built environment and pedestrian volume using street view images (2022)GeoDa : An Introduction to Spatial Data Analysis (2005)Linking objectively measured physical activity with objectively measured urban form (2005)Using street view data and machine learning to assess how perception of neighborhood safety influences urban residents’ mental health (2019)Subjective and objective measures of streetscape perceptions: Relationships with property value in Shanghai (2022)Subjective or objective measures of street environment, which are more effective in explaining housing prices? (2022)Built Environment Correlates of Walking (2008)Neighborhood Environment in Studies of Health of Older Adults (2009)Assessing bikeability with street view imagery and computer vision (2021)Assessing impacts of objective features and subjective perceptions of street environment on running amount: A case study of Boston (2023)Environmental correlates of walking and cycling: Findings from the transportation, urban design, and planning literatures (2003)Integrating GIS, deep learning, and environmental sensors for multicriteria evaluation of urban street walkability (2022)The 15-minute community life circle for older people: Walkability measurement based on service accessibility and street-level built environment – A case study of Suzhou, China (2024)Unraveling nonlinear and interaction effects of multilevel built environment features on outdoor jogging with explainable machine learning (2024)The Modifiable Areal Unit Problem in Multivariate Statistical Analysis (1991)Self-Selection in the Relationship between the Built Environment and Walking: Empirical Evidence from Northern California (2006)Physical activity in relation to urban environments in 14 cities worldwide: a cross-sectional study (2016)Using google street view to reveal environmental justice: Assessing public perceived walkability in macroscale city (2023)Walkability inequity in Los Angeles: Uncovering the overlooked role of micro-level features (2023)The interplay between social environment and opportunities for physical activity within the built environment: a scoping review (2024)Accessibility evaluation of land-use and transport strategies: review and research directions (2003)Global microscale walkability ratings and rankings: A novel composite indicator for 59 European city centres (2023)Using mobile phone big data and street view images to explore the mismatch between walkability and walking behavior (2024)
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References

  • 2005To Walk or Not to Walk? The Hierarchy of Walking Needs757 cited
  • 2019Social inequalities in neighborhood visual walkability: Using street view imagery and deep learning technologies to facilitate healthy city planning310 cited
  • 2020Objective scoring of streetscape walkability related to leisure walking: Statistical modeling approach with semantic segmentation of Google Street View images247 cited
  • 2013The Walkable Neighborhood: A Literature Review245 cited
  • 2017Contextualizing Walkability: Do Relationships Between Built Environments and Walking Vary by Socioeconomic Context?231 cited
  • 2021How are Neighborhood and Street-Level Walkability Factors Associated with Walking Behaviors? A Big Data Approach Using Street View Images208 cited
  • 2006Active Living and Social Justice: Planning for Physical Activity in Low-income, Black, and Latino Communities153 cited
  • 2017Planning Walkable Neighborhoods121 cited
  • 2022Desirable streets for pedestrians: Using a street-level index to assess walkability101 cited
  • 2021Social and Economic Differences in Neighborhood Walkability Across 500 U.S. Cities76 cited
  • 2012Space, race, and poverty: Spatial inequalities in walkable neighborhood amenities?76 cited
  • 2023Using open data and deep learning to explore walkability in Shenzhen, China66 cited
  • 2024Natural Language Processing in Urban Planning: A Research Agenda63 cited

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  • 2018Walkable and resurgent for whom? The uneven geographies of walkability in Buffalo, NY54 cited
  • 2023Can ChatGPT Evaluate Plans?50 cited
  • 2020Moving to policy-amenable options for built environment research: The role of micro-scale neighborhood environment in promoting walking46 cited
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