Street view imagery in urban analytics and GIS: A review

Roofpedia: Automatic mapping of green and solar roofs for an open roofscape registry and evaluation of urban sustainability

(2021) Abraham Noah Wu et al.   LANDSCAPE AND URBAN PLANNING

Health and the built environment in United States cities: measuring associations using Google Street View-derived indicators of the built environment

(2020) Jessica M. Keralis et al.   BMC PUBLIC HEALTH

Neighbourhood drivability: environmental and individual characteristics associated with car use across Europe

(2020) Nicolette R. den Braver et al.   International Journal of Behavioral Nutrition and Physical Activity

Assessing Google Street View Image Availability in Latin American Cities

(2020) Dustin Fry et al.   JOURNAL OF URBAN HEALTH-BULLETIN OF THE NEW YORK ACADEMY OF MEDICINE

Natural outdoor environment, neighbourhood social cohesion and mental health: Using multilevel structural equation modelling, streetscape and remote-sensing metrics

(2020) Yuqi Liu et al.   URBAN FORESTRY & URBAN GREENING

Google-truthing to assess hot spots of food retail change: A repeat cross-sectional Street View of food environments in the Bronx, New York

(2020) Nevin Cohen et al.   HEALTH & PLACE

Integrating Remote Sensing and Street View Images to Quantify Urban Forest Ecosystem Services

(2020) Elena Barbierato et al.   Remote Sensing

Urban Function as a New Perspective for Adaptive Street Quality Assessment

(2020) Feng Hu et al.   Sustainability

The Impact of Street Space Perception Factors on Elderly Health in High-Density Cities in Macau—Analysis Based on Street View Images and Deep Learning Technology

(2020) Lingchao Meng et al.   Sustainability

Linguistic Landscapes on Street-Level Images

(2020) Seong-Yun Hong   ISPRS International Journal of Geo-Information

Towards Detecting Building Facades with Graffiti Artwork Based on Street View Images

(2020) Tessio Novack et al.   ISPRS International Journal of Geo-Information

Measuring Impacts of Urban Environmental Elements on Housing Prices Based on Multisource Data—A Case Study of Shanghai, China

(2020) Liujia Chen et al.   ISPRS International Journal of Geo-Information

FaceLift: a transparent deep learning framework to beautify urban scenes

(2020) Sagar Joglekar et al.   Royal Society Open Science

How long is the sun duration in a street canyon? —— Analysis of the view factors of street canyons

(2020) Kun Du et al.   BUILDING AND ENVIRONMENT

Using Machine Learning to Enrich Building Databases—Methods for Tailored Energy Retrofits

(2020) Jenny von Platten et al.   Energies

Geocoding of trees from street addresses and street-level images

(2020) Daniel Laumer et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Quantifying Memories: Mapping Urban Perception

(2020) Yuji Yoshimura et al.   MOBILE NETWORKS & APPLICATIONS

Big Data Driven Detection of Trees in Suburban Scenes Using Visual Spectrum Eye Level Photography

(2020) Andrew Thirlwell et al.   SENSORS

Influence of built environment on quality of life changes in African-American patients with non-metastatic breast cancer

(2020) M. Schootman et al.   HEALTH & PLACE

Google Street View Derived Built Environment Indicators and Associations with State-Level Obesity, Physical Activity, and Chronic Disease Mortality in the United States

(2020) Lynn Phan et al.   International Journal of Environmental Research and Public Health

Distribution of Urban Blue and Green Space in Beijing and Its Influence Factors

(2020) Haoying Wang et al.   Sustainability

Urban Niche Assessment: An Approach Integrating Social Media Analysis, Spatial Urban Indicators and Geo-Statistical Techniques

(2020) Iacopo Bernetti et al.   Sustainability

Crowdsourcing Street View Imagery: A Comparison of Mapillary and OpenStreetCam

(2020) Ron Mahabir et al.   ISPRS International Journal of Geo-Information

Automatic detection of building typology using deep learning methods on street level images

(2020) Daniela Gonzalez et al.   BUILDING AND ENVIRONMENT

Quantifying the green view indicator for assessing urban greening quality: An analysis based on Internet-crawling street view data

(2020) Jinjin Chen et al.   ECOLOGICAL INDICATORS

Fusing street level photographs and satellite remote sensing to map leaf area index

(2020) Daniel Richards et al.   ECOLOGICAL INDICATORS

Predicting traffic-related air pollution using feature extraction from built environment images

(2020) arman ganji et al.   ENVIRONMENTAL SCIENCE & TECHNOLOGY

A review of green infrastructure research in Europe: Challenges and opportunities

(2020) Anastasia Chatzimentor et al.   LANDSCAPE AND URBAN PLANNING

Connections Between Daily Greenness Exposure and Health Outcomes

(2020) Xiangrong Jiang et al.   International Journal of Environmental Research and Public Health

Detecting the Pedestrian Shed and Walking Route Environment of Urban Parks with Open-Source Data: A Case Study in Nanjing, China

(2020) Zhenqi Zhou et al.   International Journal of Environmental Research and Public Health

Mapping the Essential Urban Land Use in Changchun by Applying Random Forest and Multi-Source Geospatial Data

(2020) Shouzhi Chang et al.   Remote Sensing

Mapping Points of Interest Through Street View Imagery and Paid Crowdsourcing

(2020) Eddy Maddalena et al.   ACM Transactions on Intelligent Systems and Technology

Global and local associations between urban greenery and travel propensity of older adults in Hong Kong

(2020) Linchuan Yang et al.   Sustainable Cities and Society

Relationship between eye-level greenness and cycling frequency around metro stations in Shenzhen, China: A big data approach

(2020) Ruoyu Wang et al.   Sustainable Cities and Society

Does Green Space Really Matter for Residents' Obesity? A New Perspective From Baidu Street View

(2020) Yang Xiao et al.   Frontiers in Public Health

Cross-sectional associations between the neighborhood built environment and physical activity in a rural setting: the Bogalusa Heart Study

(2020) Jeanette Gustat et al.   BMC PUBLIC HEALTH

Rapid visual screening of soft-story buildings from street view images using deep learning classification

(2020) Qian Yu et al.   Earthquake Engineering and Engineering Vibration

Automatic latent street type discovery from web open data

(2020) Yihong Zhang et al.   INFORMATION SYSTEMS

Multi-source urban data fusion for property value assessment: A case study in Philadelphia

(2020) Junchi Bin et al.   NEUROCOMPUTING

Eye-Level Street Greenery and Walking Behaviors of Older Adults

(2020) Peng Zang et al.   International Journal of Environmental Research and Public Health

Using 164 Million Google Street View Images to Derive Built Environment Predictors of COVID-19 Cases

(2020) Quynh C. Nguyen et al.   International Journal of Environmental Research and Public Health

An Ensemble Learning Approach for Urban Land Use Mapping Based on Remote Sensing Imagery and Social Sensing Data

(2020) Zhou Huang et al.   Remote Sensing

Standardized Green View Index and Quantification of Different Metrics of Urban Green Vegetation

(2020) Yusuke Kumakoshi et al.   Sustainability

Did Safe Cycling Infrastructure Still Matter During a COVID-19 Lockdown?

(2020) Jinhyun Hong et al.   Sustainability

Quantifying the Urban Visual Perception of Chinese Traditional-Style Building with Street View Images

(2020) Liying Zhang et al.   Applied Sciences-Basel

Analyzing the Influence of Urban Street Greening and Street Buildings on Summertime Air Pollution Based on Street View Image Data

(2020) Dong Wu et al.   ISPRS International Journal of Geo-Information

Air quality monitoring using mobile low-cost sensors mounted on trash-trucks: Methods development and lessons learned

(2020) Priyanka deSouza et al.   Sustainable Cities and Society

Predicting human perception of the urban environment in a spatiotemporal urban setting using locally acquired street view images and audio clips

(2020) Deepank Verma et al.   BUILDING AND ENVIRONMENT

The role of ‘nativeness’ in urban greening to support animal biodiversity

(2020) Katherine Berthon et al.   LANDSCAPE AND URBAN PLANNING

A data-informed analytical approach to human-scale greenway planning: Integrating multi-sourced urban data with machine learning algorithms

(2020) Ziyi Tang et al.   URBAN FORESTRY & URBAN GREENING

Daily Accessed Street Greenery and Housing Price: Measuring Economic Performance of Human-Scale Streetscapes via New Urban Data

(2019) Yu Ye et al.   Sustainability

Measuring Community Greening Merging Multi-Source Geo-Data

(2019) Weiying Gu et al.   Sustainability

Deep mapping gentrification in a large Canadian city using deep learning and Google Street View

(2019) Lazar Ilic et al.   PLoS One

Evaluating the effect of 3D urban form on neighborhood land surface temperature using Google Street View and geographically weighted regression

(2019) Yujia Zhang et al.   LANDSCAPE ECOLOGY

Using deep learning to examine street view green and blue spaces and their associations with geriatric depression in Beijing, China

(2019) Marco Helbich et al.   ENVIRONMENT INTERNATIONAL

Google Street View assessment of environmental safety features at the scene of pedestrian automobile injury

(2019) Patrick D. Isola et al.   Journal of Trauma and Acute Care Surgery

Urban climate zone classification using convolutional neural network and ground-level images

(2019) Guang Xu et al.   PROGRESS IN PHYSICAL GEOGRAPHY

CityCraft: 3D virtual city creation from a single image

(2019) Suzi Kim et al.   VISUAL COMPUTER

Sidewalk Conditions in Northern New Jersey: Using Google Street View Imagery and Ordinary Kriging to Assess Infrastructure for Walking

(2019) Jesse J. Plascak et al.   Preventing Chronic Disease

A Systematic Measurement of Street Quality through Multi-Sourced Urban Data: A Human-Oriented Analysis

(2019) Lingzhu Zhang et al.   International Journal of Environmental Research and Public Health

Model Fusion for Building Type Classification from Aerial and Street View Images

(2019) Eike Jens Hoffmann et al.   Remote Sensing

Social inequalities in neighborhood visual walkability: Using Street View imagery and deep learning technologies to facilitate healthy city planning

(2019) Hao Zhou et al.   Sustainable Cities and Society

Streetscape augmentation using generative adversarial networks: insights related to health and wellbeing

(2019) Jasper S. Wijnands et al.   Sustainable Cities and Society

A human-machine adversarial scoring framework for urban perception assessment using street-view images

(2019) Yao Yao et al.   INTERNATIONAL JOURNAL OF GEOGRAPHICAL INFORMATION SCIENCE

Social sensing from street-level imagery: A case study in learning spatio-temporal urban mobility patterns

(2019) Fan Zhang et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Neighborhood Social Conditions, Family Relationships, and Childhood Asthma

(2019) Edith Chen et al.   PEDIATRICS

Do street-level scene perceptions affect housing prices in Chinese megacities? An analysis using open access datasets and deep learning

(2019) Xiao Fu et al.   PLoS One

Quantifying the sensing power of vehicle fleets

(2019) Kevin P. O’Keeffe et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Understanding urban landuse from the above and ground perspectives: A deep learning, multimodal solution

(2019) Shivangi Srivastava et al.   REMOTE SENSING OF ENVIRONMENT

Can Field Crews Telecommute? Varied Data Quality from Citizen Science Tree Inventories Conducted Using Street-Level Imagery

(2019) Adam Berland et al.   Forests

Large scale detailed mapping of dengue vector breeding sites using street view images

(2019) Peter Haddawy et al.   PLoS Neglected Tropical Diseases

A Hierarchical Urban Forest Index Using Street-Level Imagery and Deep Learning

(2019) Philip Stubbings et al.   Remote Sensing

The linkage between the perception of neighbourhood and physical activity in Guangzhou, China: using street view imagery with deep learning techniques

(2019) Ruoyu Wang et al.   International Journal of Health Geographics

Association between Street Greenery and Walking Behavior in Older Adults in Hong Kong

(2019) Yiyang Yang et al.   Sustainable Cities and Society

Assessing the micro-scale environment using Google Street View: the Virtual Systematic Tool for Evaluating Pedestrian Streetscapes (Virtual-STEPS)

(2019) Madeleine Steinmetz-Wood et al.   BMC PUBLIC HEALTH

Urban greenery and mental wellbeing in adults: Cross-sectional mediation analyses on multiple pathways across different greenery measures

(2019) Ruoyu Wang et al.   ENVIRONMENTAL RESEARCH

Towards feasibility of photovoltaic road for urban traffic-solar energy estimation using street view image

(2019) Ziyu Liu et al.   JOURNAL OF CLEANER PRODUCTION

A novel method for predicting and mapping the occurrence of sun glare using Google Street View

(2019) Xiaojiang Li et al.   TRANSPORTATION RESEARCH PART C-EMERGING TECHNOLOGIES

Using street view data and machine learning to assess how perception of neighborhood safety influences urban residents’ mental health

(2019) Ruoyu Wang et al.   HEALTH & PLACE

Virtual audits of streetscapes by crowdworkers

(2019) Tomoya Hanibuchi et al.   HEALTH & PLACE

Take a Look Around

(2019) Stephen Law et al.   ACM Transactions on Intelligent Systems and Technology

Development and validation of a Google Street View pedestrian safety audit tool

(2019) Stephen J Mooney et al.   EPIDEMIOLOGY

Physical and non-physical factors driving urban heat island: Case of Bangkok Metropolitan Administration, Thailand

(2019) Dararat Khamchiangta et al.   JOURNAL OF ENVIRONMENTAL MANAGEMENT

Analysis of street crime predictors in web open data

(2019) Yihong Zhang et al.   JOURNAL OF INTELLIGENT INFORMATION SYSTEMS

Neighborhood Physical Disorder and Adverse Pregnancy Outcomes among Women in Chicago: a Cross-Sectional Analysis of Electronic Health Record Data

(2019) Stephanie L. Mayne et al.   JOURNAL OF URBAN HEALTH-BULLETIN OF THE NEW YORK ACADEMY OF MEDICINE

Residential greenness, air pollution and psychological well-being among urban residents in Guangzhou, China

(2019) Ruoyu Wang et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Automated localization of urban drainage infrastructure from public-access street-level images

(2019) Dominik Boller et al.   Urban Water Journal

Classifying Street Spaces with Street View Images for a Spatial Indicator of Urban Functions

(2019) Zhaoya Gong et al.   Sustainability

Drop-And-Spin Virtual Neighborhood Auditing: Assessing Built Environment for Linkage to Health Studies

(2019) Jesse J. Plascak et al.   AMERICAN JOURNAL OF PREVENTIVE MEDICINE

GSV2SVF-an interactive GIS tool for sky, tree and building view factor estimation from street view photographs

(2019) Jianming Liang et al.   BUILDING AND ENVIRONMENT

Classification and mapping of urban canyon geometry using Google Street View images and deep multitask learning

(2019) Chuan-Bo Hu et al.   BUILDING AND ENVIRONMENT

Evaluating Greenery around Streets Using Baidu Panoramic Street View Images and the Panoramic Green View Index

(2019) Xu Chen et al.   Forests

The State of Mapillary: An Exploratory Analysis

(2019) Dawei Ma et al.   ISPRS International Journal of Geo-Information

Measuring landscape change, lot by lot: Greening activity in response to a vacant land reuse program

(2019) Paul H. Gobster et al.   LANDSCAPE AND URBAN PLANNING

Detecting Trees in Street Images via Deep Learning With Attention Module

(2019) Qian Xie et al.   IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT

A fast approach for large-scale Sky View Factor estimation using street view images

(2018) Liyue Zeng et al.   BUILDING AND ENVIRONMENT

Mapping sky, tree, and building view factors of street canyons in a high-density urban environment

(2018) Fang-Ying Gong et al.   BUILDING AND ENVIRONMENT

CrowdGIS: Updating Digital Maps via Mobile Crowdsensing

(2018) Zhe Peng et al.   IEEE Transactions on Automation Science and Engineering

StreetVizor: Visual Exploration of Human-Scale Urban Forms Based on Street Views

(2018) Qiaomu Shen et al.   IEEE TRANSACTIONS ON VISUALIZATION AND COMPUTER GRAPHICS

Exploring the cross-sectional association between outdoor recreational facilities and leisure-time physical activity: the role of usage and residential self-selection

(2018) Joreintje D. Mackenbach et al.   International Journal of Behavioral Nutrition and Physical Activity

From Google Maps to a fine-grained catalog of street trees

(2018) Steve Branson et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Building instance classification using street view images

(2018) Jian Kang et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Crowd-sourced pictures geo-localization method based on street view images and 3D reconstruction

(2018) Liang Cheng et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Neighbourhood looking glass: 360º automated characterisation of the built environment for neighbourhood effects research

(2018) Quynh C Nguyen et al.   JOURNAL OF EPIDEMIOLOGY AND COMMUNITY HEALTH

Evaluating street view exposure measures of visible green space for health research

(2018) Andrew Larkin et al.   Journal of Exposure Science and Environmental Epidemiology

Novel Methods for Environmental Assessment of Pedestrian Injury: Creation and Validation of the Inventory for Pedestrian Safety Infrastructure

(2018) Elizabeth D. Nesoff et al.   JOURNAL OF URBAN HEALTH-BULLETIN OF THE NEW YORK ACADEMY OF MEDICINE

Quantifying the shade provision of street trees in urban landscape: A case study in Boston, USA, using Google Street View

(2018) Xiaojiang Li et al.   LANDSCAPE AND URBAN PLANNING

Moving beyond the neighborhood: Daily exposure to nature and adolescents’ mood

(2018) Dongying Li et al.   LANDSCAPE AND URBAN PLANNING

Interactive 3D building modeling method using panoramic image sequences and digital map

(2018) Hyungki Kim et al.   MULTIMEDIA TOOLS AND APPLICATIONS

Contextual correlates of happiness in European adults

(2018) Eva Anna Christina Hart et al.   PLoS One

Estimating city-level travel patterns using street imagery: A case study of using Google Street View in Britain

(2018) Rahul Goel et al.   PLoS One

Mapping the spatial distribution of shade provision of street trees in Boston using Google Street View panoramas

(2018) Xiaojiang Li et al.   URBAN FORESTRY & URBAN GREENING

Systematic review of the use of Google Street View in health research: Major themes, strengths, weaknesses and possibilities for future research

(2018) Amanda Rzotkiewicz et al.   HEALTH & PLACE

The effect of street-level greenery on walking behavior: Evidence from Hong Kong

(2018) Yi Lu et al.   SOCIAL SCIENCE & MEDICINE

How Green Are the Streets Within the Sixth Ring Road of Beijing? An Analysis Based on Tencent Street View Pictures and the Green View Index

(2018) Rencai Dong et al.   International Journal of Environmental Research and Public Health

Neighborhood Disorder and Obesity-Related Outcomes among Women in Chicago

(2018) Stephanie Mayne et al.   International Journal of Environmental Research and Public Health

Automatic Discovery and Geotagging of Objects from Street View Imagery

(2018) Vladimir Krylov et al.   Remote Sensing

Differences in physical environmental characteristics between adolescents’ actual and shortest cycling routes: a study using a Google Street View-based audit

(2018) Hannah Verhoeven et al.   International Journal of Health Geographics

Impacts of Street-Visible Greenery on Housing Prices: Evidence from a Hedonic Price Model and a Massive Street View Image Dataset in Beijing

(2018) Yonglin Zhang et al.   ISPRS International Journal of Geo-Information

City Scanner: Building and Scheduling a Mobile Sensing Platform for Smart City Services

(2018) Amin Anjomshoaa et al.   IEEE Internet of Things Journal

Reassessing Urban Health Interventions: Back to the Future with Google Street View Time Machine

(2018) Ronaldo L. Cândido et al.   AMERICAN JOURNAL OF PREVENTIVE MEDICINE

Mapping and Visualizing Deep-Learning Urban Beautification

(2018) Tobias Kauer et al.   IEEE COMPUTER GRAPHICS AND APPLICATIONS

Mapping the spatio-temporal distribution of solar radiation within street canyons of Boston using Google Street View panoramas and building height model

(2018) Xiaojiang Li et al.   LANDSCAPE AND URBAN PLANNING

Measuring human perceptions of a large-scale urban region using machine learning

(2018) Fan Zhang et al.   LANDSCAPE AND URBAN PLANNING

Using Google Street View to investigate the association between street greenery and physical activity

(2018) Yi Lu   LANDSCAPE AND URBAN PLANNING

Potential of Internet street-view images for measuring tree sizes in roadside forests

(2018) Wenjie Wang et al.   URBAN FORESTRY & URBAN GREENING

Comparing the Normalized Difference Vegetation Index with the Google Street View Measure of Vegetation to Assess Associations between Greenness, Walkability, Recreational Physical Activity, and Health in Ottawa, Canada

(2018) Paul J. Villeneuve et al.   International Journal of Environmental Research and Public Health

The Association of Urban Greenness and Walking Behavior: Using Google Street View and Deep Learning Techniques to Estimate Residents’ Exposure to Urban Greenness

(2018) Yi Lu   International Journal of Environmental Research and Public Health

Integrating Aerial and Street View Images for Urban Land Use Classification

(2018) Rui Cao et al.   Remote Sensing

Spatiotemporal patterns of street-level solar radiation estimated using Google Street View in a high-density urban environment

(2018) Fang-Ying Gong et al.   BUILDING AND ENVIRONMENT

Fine-grained landuse characterization using ground-based pictures: a deep learning solution based on globally available data

(2018) Shivangi Srivastava et al.   INTERNATIONAL JOURNAL OF GEOGRAPHICAL INFORMATION SCIENCE

Street-Frontage-Net: urban image classification using deep convolutional neural networks

(2018) Stephen Law et al.   INTERNATIONAL JOURNAL OF GEOGRAPHICAL INFORMATION SCIENCE

Measuring visual quality of street space and its temporal variation: Methodology and its application in the Hutong area in Beijing

(2018) Jingxian Tang et al.   LANDSCAPE AND URBAN PLANNING

Measuring daily accessed street greenery: A human-scale approach for informing better urban planning practices

(2018) Yu Ye et al.   LANDSCAPE AND URBAN PLANNING

BGVI: A New Index to Estimate Street-Side Greenery Using Baidu Street View Image

(2018) Xinyang Yu et al.   Forests

Associations between Body Mass Index and Urban “Green” Streetscape in Cleveland, Ohio, USA

(2018) Xiaojiang Li et al.   International Journal of Environmental Research and Public Health

Toward a Computer Vision Perspective on the Visual Impact of Vegetation in Symmetries of Urban Environments

(2018) Salma Samiei et al.   Symmetry-Basel

Urban form and composition of street canyons: A human-centric big data and deep learning approach

(2018) Ariane Middel et al.   LANDSCAPE AND URBAN PLANNING

The Impact of Single-Container Malt Liquor Sales Restrictions on Urban Crime

(2017) Patricia McKee et al.   JOURNAL OF URBAN HEALTH-BULLETIN OF THE NEW YORK ACADEMY OF MEDICINE

Green streets − Quantifying and mapping urban trees with street-level imagery and computer vision

(2017) Ian Seiferling et al.   LANDSCAPE AND URBAN PLANNING

Using deep learning and Google Street View to estimate the demographic makeup of neighborhoods across the United States

(2017) Timnit Gebru et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Google Street View shows promise for virtual street tree surveys

(2017) Adam Berland et al.   URBAN FORESTRY & URBAN GREENING

Automatic Sky View Factor Estimation from Street View Photographs—A Big Data Approach

(2017) Jianming Liang et al.   Remote Sensing

Use of Tencent Street View Imagery for Visual Perception of Streets

(2017) Liang Cheng et al.   ISPRS International Journal of Geo-Information

How green are the streets? An analysis for central areas of Chinese cities using Tencent Street View

(2017) Ying Long et al.   PLoS One

The world’s user-generated road map is more than 80% complete

(2017) Christopher Barrington-Leigh et al.   PLoS One

Assessing street-level urban greenery using Google Street View and a modified green view index

(2015) Xiaojiang Li et al.   URBAN FORESTRY & URBAN GREENING

Applications of 3D City Models: State of the Art Review

(2015) Filip Biljecki et al.   ISPRS International Journal of Geo-Information

Google Street View: Capturing the World at Street Level

(2010) Dragomir Anguelov et al.   COMPUTER

Can Virtual Streetscape Audits Reliably Replace Physical Streetscape Audits?

(2010) Hannah M. Badland et al.   JOURNAL OF URBAN HEALTH-BULLETIN OF THE NEW YORK ACADEMY OF MEDICINE

Can you see green? Assessing the visibility of urban forests in cities

(2009) Jun Yang et al.   LANDSCAPE AND URBAN PLANNING