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

Tools for mapping multi-scale settlement patterns of building footprints: An introduction to the R package foot

(2021) Warren C. Jochem et al.   PLoS One

Modelling urban vibrancy with mobile phone and OpenStreetMap data

(2021) Federico Botta et al.   PLoS One

Towards generating network of bikeways from Mapillary data

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

Spatial factors influencing building age prediction and implications for urban residential energy modelling

(2021) Oana M. Garbasevschi 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

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

Classification of Urban Street Networks Based on Tree-Like Network Features

(2020) Baorui Han et al.   Sustainability

Urban Morphology Promotes Urban Vibrancy from the Spatiotemporal and Synergetic Perspectives: A Case Study Using Multisource Data in Shenzhen, China

(2020) Sijia Li et al.   Sustainability

Comparison of Approaches for Urban Functional Zones Classification Based on Multi-Source Geospatial Data: A Case Study in Yuzhong District, Chongqing, China

(2019) Kai Cao et al.   Sustainability

Spatial Explicit Assessment of Urban Vitality Using Multi-Source Data: A Case of Shanghai, China

(2019) Wenze Yue et al.   Sustainability

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

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

Influence of Built Environment on Urban Vitality: Case Study of Shanghai Using Mobile Phone Location Data

(2019) Wanshu Wu et al.   JOURNAL OF URBAN PLANNING AND DEVELOPMENT

Applications of Satellite Remote Sensing of Nighttime Light Observations: Advances, Challenges, and Perspectives

(2019) Zhao et al.   Remote Sensing

Data-driven approach to characterize urban vitality: how spatiotemporal context dynamically defines Seoul’s nighttime

(2019) Young-Long Kim   INTERNATIONAL JOURNAL OF GEOGRAPHICAL INFORMATION SCIENCE

Analyzing spatial relationships between urban land use intensity and urban vitality at street block level: A case study of five Chinese megacities

(2019) Chang Xia et al.   LANDSCAPE AND URBAN PLANNING

Ghost City Extraction and Rate Estimation in China Based on NPP-VIIRS Night-Time Light Data

(2018) Wei Ge et al.   ISPRS International Journal of Geo-Information

Spatially explicit assessment on urban vitality: Case studies in Chicago and Wuhan

(2018) Chen Zeng et al.   Sustainable Cities and Society

Multilayer urban canopy modelling and mapping for traffic pollutant dispersion at high density urban areas

(2018) Chao Yuan et al.   SCIENCE OF THE TOTAL ENVIRONMENT

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

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

Identifying Different Transportation Modes from Trajectory Data Using Tree-Based Ensemble Classifiers

(2017) Zhibin Xiao et al.   ISPRS International Journal of Geo-Information

WorldPop, open data for spatial demography

(2017) Andrew J. Tatem   Scientific Data

High resolution global gridded data for use in population studies

(2017) Christopher T. Lloyd et al.   Scientific Data

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

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

Measurements of POI-based mixed use and their relationships with neighbourhood vibrancy

(2016) Yang Yue et al.   INTERNATIONAL JOURNAL OF GEOGRAPHICAL INFORMATION SCIENCE

Residential built environment and walking activity: Empirical evidence of Jane Jacobs’ urban vitality

(2015) Hyungun Sung et al.   TRANSPORTATION RESEARCH PART D-TRANSPORT AND ENVIRONMENT

Diverse relationships between Suomi-NPP VIIRS night-time light and multi-scale socioeconomic activity

(2014) Ting Ma et al.   Remote Sensing Letters

Urban road networks — spatial networks with universal geometric features?

(2011) S. H. Y. Chan et al.   EUROPEAN PHYSICAL JOURNAL B

Mapping urbanization dynamics at regional and global scales using multi-temporal DMSP/OLS nighttime light data

(2011) Qingling Zhang et al.   REMOTE SENSING OF ENVIRONMENT