Assessing bikeability with street view imagery and computer vision

How did outdoor biking and walking change during COVID-19?: A case study of three U.S. cities

(2021) Annie Doubleday et al.   PLoS One

The Munich Bikeability Index: A Practical Approach for Measuring Urban Bikeability

(2021) Jonas Schmid-Querg et al.   Sustainability

Bikeability and Emerging Phenomena in Cycling: Exploratory Analysis and Review

(2021) Ugo N. Castañon et al.   Sustainability

A data-driven approach for assessing biking safety in cities

(2021) Sara Daraei et al.   EPJ Data Science

Provisional COVID-19 infrastructure induces large, rapid increases in cycling

(2021) Sebastian Kraus et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Intelligent management of bike sharing in smart cities using machine learning and Internet of Things

(2021) El Arbi Abdellaoui Alaoui et al.   Sustainable Cities and Society

Estimating Bicycle Demand in the Austin, Texas Area: Role of a Bikeability Index

(2021) Sirajum Munira et al.   JOURNAL OF URBAN PLANNING AND DEVELOPMENT

Discovering the homogeneous geographic domain of human perceptions from street view images

(2021) Yao Yao et al.   LANDSCAPE AND URBAN PLANNING

Subjectively Measured Streetscape Perceptions to Inform Urban Design Strategies for Shanghai

(2021) Waishan Qiu et al.   ISPRS International Journal of Geo-Information

Towards generating network of bikeways from Mapillary data

(2021) Xuan Ding et al.   COMPUTERS ENVIRONMENT AND URBAN SYSTEMS

Using Google Street View imagery to capture micro built environment characteristics in drug places, compared with street robbery

(2021) Hanlin Zhou et al.   COMPUTERS ENVIRONMENT AND URBAN SYSTEMS

Decoding urban landscapes: Google street view and measurement sensitivity

(2021) Jae Hong Kim et al.   COMPUTERS ENVIRONMENT AND URBAN SYSTEMS

Developing a street level walkability index in the Philippines using 3D photogrammetry modeling from drone surveys

(2021) Cheamson Garret K. Boongaling et al.   GEOJOURNAL

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

Street view imagery in urban analytics and GIS: A review

(2021) Filip Biljecki et al.   LANDSCAPE AND URBAN PLANNING

Human settlement value assessment from a place perspective: Considering human dynamics and perceptions in house price modeling

(2021) Yuhao Kang et al.   CITIES

Classification of urban morphology with deep learning: Application on urban vitality

(2021) Wangyang Chen et al.   COMPUTERS ENVIRONMENT AND URBAN SYSTEMS

Using social media user attributes to understand human–environment interactions at urban parks

(2020) Xiao Ping Song et al.   Scientific Reports

Optimizing bike sharing systems from the life cycle greenhouse gas emissions perspective

(2020) Hao Luo et al.   TRANSPORTATION RESEARCH PART C-EMERGING TECHNOLOGIES

Determining If Walkability and Bikeability Indices Reflect Pedestrian and Cyclist Safety

(2020) Ahmed Osama et al.   TRANSPORTATION RESEARCH RECORD

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

Agricultural Greenhouses Detection in High-Resolution Satellite Images Based on Convolutional Neural Networks: Comparison of Faster R-CNN, YOLO v3 and SSD

(2020) Min Li et al.   SENSORS

An Interdisciplinary Mixed-Methods Approach to Analyzing Urban Spaces: The Case of Urban Walkability and Bikeability

(2020) Bernd Resch et al.   International Journal of Environmental Research and Public Health

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

Walking for Transport among Older Adults: A Cross-Sectional Study on the Role of the Built Environment in Less Densely Populated Areas in Northern Germany

(2020) Tanja Brüchert et al.   International Journal of Environmental Research and Public Health

Determinants of bicycle commuting and the effect of bicycle infrastructure investment in London: Evidence from UK census microdata

(2020) Adam Martin et al.   Economics & Human Biology

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

(2019) Yu Ye et al.   Sustainability

Bikeability in Basel

(2019) Elena Grigore et al.   TRANSPORTATION RESEARCH RECORD

Bicycle Level of Service for Route Choice—A GIS Evaluation of Four Existing Indicators with Empirical Data

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

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

A model framework for discovering the spatio-temporal usage patterns of public free-floating bike-sharing system

(2019) Yuchuan Du et al.   TRANSPORTATION RESEARCH PART C-EMERGING TECHNOLOGIES

The Effect of Improving Cycleway Environment on the Recreational Benefits of Bicycle Tourism

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

LightGBM: An Effective and Scalable Algorithm for Prediction of Chemical Toxicity–Application to the Tox21 and Mutagenicity Data Sets

(2019) Jin Zhang et al.   Journal of Chemical Information and Modeling

Attributes of Perceived Bikeability in a Compact Urban Neighborhood Based on Qualitative Multi-Methods

(2019) HaeLi Kang et al.   International Journal of Environmental Research and Public Health

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

(2019) Zhaoya Gong et al.   Sustainability

Contribution of shared bikes to carbon dioxide emission reduction and the economy in Beijing

(2019) Yijie Cao et al.   Sustainable Cities and Society

Valuing walkability: New evidence from computer vision methods

(2019) Christopher Yencha   TRANSPORTATION RESEARCH PART A-POLICY AND PRACTICE

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

Places: A 10 Million Image Database for Scene Recognition

(2018) Bolei Zhou et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Development and reliability of a streetscape observation instrument for international use: MAPS-global

(2018) Kelli L. Cain et al.   International Journal of Behavioral Nutrition and Physical Activity

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

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

Using Open Source Data to Measure Street Walkability and Bikeability in China: A Case of Four Cities

(2018) Peiqin Gu et al.   TRANSPORTATION RESEARCH RECORD

Bicyclist’s perceived level of comfort in dense urban environments: How do ambient traffic, engineering treatments, and bicyclist characteristics relate?

(2018) Masoud Ghodrat Abadi et al.   Sustainable Cities and Society

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

(2018) Yi Lu   LANDSCAPE AND URBAN PLANNING

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

PDRLGB: precise DNA-binding residue prediction using a light gradient boosting machine

(2018) Lei Deng et al.   BMC BIOINFORMATICS

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

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

Enhancing transportation systems via deep learning: A survey

(2018) Yuan Wang et al.   TRANSPORTATION RESEARCH PART C-EMERGING TECHNOLOGIES

Perceived Social and Built Environment Correlates of Transportation and Recreation-Only Bicycling Among Adults

(2018) Anna K. Porter et al.   Preventing Chronic Disease

A high-accuracy map of global terrain elevations

(2017) Dai Yamazaki et al.   GEOPHYSICAL RESEARCH LETTERS

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

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

Bike Score®: Associations between urban bikeability and cycling behavior in 24 cities

(2016) Meghan Winters et al.   International Journal of Behavioral Nutrition and Physical Activity

Modeling Bike Share Station Activity: Effects of Nearby Businesses and Jobs on Trips to and from Stations

(2016) Xize Wang et al.   JOURNAL OF URBAN PLANNING AND DEVELOPMENT

Modeling Bike Share Station Activity: Effects of Nearby Businesses and Jobs on Trips to and from Stations

(2016) Xize Wang et al.   JOURNAL OF URBAN PLANNING AND DEVELOPMENT

Assessing Walking and Cycling Environments in the Streets of Madrid: Comparing On-Field and Virtual Audits

(2015) Pedro Gullón et al.   JOURNAL OF URBAN HEALTH-BULLETIN OF THE NEW YORK ACADEMY OF MEDICINE

Developing a bikeability index to score the biking-friendliness of urban environments

(2013) S. Titze et al.   JOURNAL OF SCIENCE AND MEDICINE IN SPORT

Correlates of physical activity: why are some people physically active and others not?

(2012) Adrian E Bauman et al.   LANCET

Bikeability and the 20-min Neighborhood

(2011) Nathan McNeil   TRANSPORTATION RESEARCH RECORD

The Bikeability and Walkability Evaluation Table

(2010) Simon Hoedl et al.   AMERICAN JOURNAL OF PREVENTIVE MEDICINE

The active commuting route environment scale (ACRES): development and evaluation

(2010) Lina Wahlgren et al.   International Journal of Behavioral Nutrition and Physical Activity

A land use regression for predicting NO2 and PM10 concentrations in different seasons in Tianjin region, China

(2010) Li Chen et al.   JOURNAL OF ENVIRONMENTAL SCIENCES