Pathways to Equitable Healthy Cities

@article{nokey,

title = {Measurement of urban vitality with time-lapsed street-view images and object-detection for scalable assessment of pedestrian-sidewalk dynamics},

author = {Nathvani R and Cavanaugh A and Suel E and Bixby H and Clark SN and Metzler AB and Nimo J and Bedford-Moses J and Baah S and Arku RE and Robinson BE and Baumgartner J and Bennett JE and Arif AM and Long Y and Agyei-Mensah S and Ezzati M},

doi = {https://doi.org/10.1016/j.isprsjprs.2025.01.038},

year  = {2025},

date = {2025-02-14},

urldate = {2025-02-14},

journal = {ISPRS Journal of Photogrammetry and Remote Sensing},

volume = {221},

pages = {251-264},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{nokey,

title = {Using deep transfer learning and satellite imagery to estimate urban air quality in data-poor regions},

author = {Yadav N and Sorek-Hamer M and Von Pohle M and Asanjan AA and Sahasrabhojanee A and Suel E and Arku R and Lingenfelter V and Brauer M and Ezzati M and Oza N and Ganguly AR},

doi = {https://doi.org/10.1016/j.envpol.2023.122914},

year  = {2024},

date = {2024-02-01},

urldate = {2024-02-01},

journal = {Environmental Pollution},

volume = {342},

pages = {122914},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{R2023b,

title = {Beyond here and now: Evaluating pollution estimation across space and time from street view images with deep learning},

author = {Nathvani R and Vishwanath D and Clark SN and Alli AS and Muller E and Coste H and Bennett JE and Nimo J and Bedford-Moses J and Baah S and Hughes A and Suel E and Metzler AB and Rashid T and Brauer M and Baumgartner J and Owusu G and Agyei-Mensah S and Arku RE and Ezzati M

},

doi = {https://doi.org/10.1016/j.scitotenv.2023.166168},

year  = {2023},

date = {2023-08-14},

urldate = {2023-08-14},

journal = {Science of the Total Environment},

volume = {903},

pages = {166168},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{AB2023,

title = {Phenotyping urban built and natural environments with high-resolution satellite images and unsupervised deep learning},

author = {Metzler AB and Nathvani R and Sharmanska V and Bai W and Muller E and Moulds S and Agyei-Asabere C and Adjei-Boadi D and Kyere-Gyeabour E and Tetteh JD and Owuwu G and Agyei-Mensah S and Baumgartner J and Robinson BE and Arku RE and Ezzati M},

doi = {10.1016/j.scitotenv.2023.164794},

year  = {2023},

date = {2023-06-13},

journal = {Science of the Total Environment},

volume = {893},

pages = {164794},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{E2023,

title = {Do poverty and wealth look the same the world over? A comparative study of 12 cities from five high-income countries using street images},

author = {Suel E and Muller E and Bennett JE and Blakely T and Doyle Y and Lynch J and Mackenbach JD and Middel A and Mizdrak A and Nathvani R and Brauer M and Ezzati M },

doi = {10.1140/epjds/s13688-023-00394-6},

year  = {2023},

date = {2023-06-07},

journal = {EPJ Data Science},

volume = {12},

issue = {1},

pages = {19},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{JE2023,

title = {Changes in life expectancy and house prices in London from 2002 to 2019: hyper-resolution spatiotemporal analysis of death registration and real estate data},

author = {Bennett JE and Rashid T and Zolfaghari A and Doyle Y and Suel E and Pearson-Stuttard J and Davies B and Fecht D and Muller ES and Nathvani R and Sportiche N and Daby HI and Johnson E and Li G and Flaxman S and Toledano MB and Asaria M and Ezzati M},

doi = {https://doi.org/10.1016/j.lanepe.2022.100580},

year  = {2023},

date = {2023-01-19},

urldate = {2023-01-19},

journal = {The Lancet Regional Health - Europe},

volume = {27},

pages = {100580},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{R2022,

title = {Characterisation of urban environment and activity across space and time using street images and deep learning in Accra},

author = {Nathvani R and Clark SN and Muller E and Alli AS and Bennett JE and Nimo J and Moses JB and Baah S and Metzler AB and Brauer M and Suel E and Hughes AF and Rashid T and Gemmell E and Moulds S and Baumgartner J and Toledano MB and Agyei-Mensah S and Owusu G and Agyei-Mensah S and Arku RE and Ezzati M},

doi = {10.1038/s41598-022-24474-1},

year  = {2022},

date = {2022-11-28},

urldate = {2022-11-28},

journal = {Scientific Reports},

volume = {12},

issue = {1},

pages = {20470},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{E2022,

title = {Predicting air pollution spatial variation with street-level imagery},

author = {Suel E and Sorek-Hamer M and Moise I and von Pohle M and Sahasrabhojanee A and Asanjan A and Arku RE and Alli AS and Barratt B and Clark SN and Middel A and Deardorff E and Lingenfelter V and Oza N and Yadav N and Ezzati M and Brauer M},

doi = {https://doi.org/10.3390/rs14143429},

year  = {2022},

date = {2022-07-17},

urldate = {2022-07-17},

journal = {Remote Sensing},

volume = {14},

issue = {14},

pages = {3429},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{M2022,

title = {A deep learning approach for meter-scale air quality estimation in urban environments using very high-spatial-resolution satellite imagery},

author = {Sorek-Hamer M and von Pohle M and Asanjan A and Sahasrabhojanee A and Deardorff E and Lingenfelter V and Suel E and Das K and Oza N and Ezzati M and Brauer M},

doi = {https://doi.org/10.3390/atmos13050696},

year  = {2022},

date = {2022-04-27},

urldate = {2022-04-27},

journal = {Atmosphere},

volume = {13},

issue = {5},

pages = {696},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{E2021,

title = {Multimodal deep learning from satellite and street-level imagery for measuring income, overcrowding, and environmental deprivation in urban areas},

author = {Suel E and Bhatt S and Brauer M and Flaxman S and Ezzati M},

doi = {10.1016/j.rse.2021.112339},

year  = {2021},

date = {2021-05-21},

journal = {Remote Sensing of Environment},

volume = {257},

pages = {112339},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{F2020,

title = {Deciphering the recreational use of urban parks: Experiments using multi-source big data for all Chinese cities},

author = {Li F and Li F and Li S and Long Y},

doi = {doi.org/10.1016/j.scitotenv.2019.134896},

year  = {2020},

date = {2020-01-20},

urldate = {2020-01-20},

journal = {Science of the Total Environment},

volume = {701},

issue = {1},

pages = {134896},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{ZX2019,

title = {Application of wearable cameras in studying individual behaviors in built environments},

author = {Zhang ZX and Long Y},

doi = {10.15302/J-LAF-20190203},

year  = {2019},

date = {2019-05-14},

urldate = {2019-05-14},

journal = {Landscape Architecture Frontiers},

volume = {7},

issue = {2},

pages = {22-37},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{E2019,

title = {Measuring social, environmental and health inequalities using deep learning and street imagery},

author = {Suel E and Polak JW and Bennett JE and Ezzati M},

url = {https://www.nature.com/articles/s41598-019-42036-w},

doi = {10.1038/s41598-019-42036-w},

year  = {2019},

date = {2019-04-18},

journal = {Scientific Reports},

volume = {9},

pages = {6229},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{KY2019,

title = {Urban greenness extracted from pedestrian video and its relationship with surrounding air temperatures},

author = {Hong KY and Tsin PK and van den Bosch M and Brauer M and Henderson SB},

doi = {10.1016/j.ufug.2019.01.008},

year  = {2019},

date = {2019-02-01},

urldate = {2019-02-01},

journal = {Urban Forestry \& Urban Greening},

volume = {38},

issue = {1},

pages = {280-285},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{S2019,

title = {A picture tells a thousand…exposures: Opportunities and challenges of deep learning image analyses in exposure science and environmental epidemiology},

author = {Weichenthal S and Hatzopoulou M and Brauer M},

doi = {10.1016/j.envint.2018.11.042},

year  = {2019},

date = {2019-01-01},

urldate = {2019-01-01},

journal = {Environment International},

volume = {122},

issue = {1},

pages = {3-10},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{A2018,

title = {Urban form and composition of street canyons: A human-centric big data and deep learning approach},

author = {Middel A and Lukasczyk J and Zakrzewski S and Arnold M and Maciejewski R},

doi = {10.1016/j.landurbplan.2018.12.001},

year  = {2018},

date = {2018-12-14},

journal = {Landscape and Urban Planning},

volume = {183},

pages = {122-132},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{A2018b,

title = {Sky View Factor footprints for urban climate modeling},

author = {Middel A and Lukasczyk J and Maciejewski R and Demuzere M and Rothe M},

doi = {10.1016/j.uclim.2018.05.004},

year  = {2018},

date = {2018-09-01},

journal = {Urban Climate},

volume = {25},

pages = {120-134},

keywords = {},

pubstate = {published},

tppubtype = {article}

}