Publications

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2023

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

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

The Lancet Regional Health - Europe, In Press, 2023.

2022

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

Characterisation of urban environment and activity across space and time using street images and deep learning in Accra

Scientific Reports, 12, iss. 1, pp. 20470, 2022.

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

Predicting air pollution spatial variation with street-level imagery

Remote Sensing, 14, iss. 14, pp. 3429, 2022.

Sorek-Hamer M, von Pohle M, Asanjan A, Sahasrabhojanee A, Deardorff E, Lingenfelter V, Suel E, Das K, Oza N, Ezzati M, Matthews B, Brauer M

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

Atmosphere, 13, iss. 5, pp. 696, 2022.

2021

Suel E, Bhatt S, Brauer M, Flaxman S, Ezzati M

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

Remote Sensing of Environment, 257, pp. 112339, 2021.

2020

Li F, Li F, Li S, Long Y

Deciphering the recreational use of urban parks: Experiments using multi-source big data for all Chinese cities

Science of the Total Environment, 701, iss. 1, pp. 134896, 2020.

2019

Zhang ZX, Long Y

Application of wearable cameras in studying individual behaviors in built environments

Landscape Architecture Frontiers, 7, iss. 2, pp. 22-37, 2019.

Suel E, Polak JW, Bennett JE, Ezzati M

Measuring social, environmental and health inequalities using deep learning and street imagery

Scientific Reports, 9, pp. 6229, 2019.

Hong KY, Tsin PK, van den Bosch M, Brauer M, Henderson SB

Urban greenness extracted from pedestrian video and its relationship with surrounding air temperatures

Urban Forestry & Urban Greening, 38, iss. 1, pp. 280-285, 2019.

Weichenthal S, Hatzopoulou M, Brauer M

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

Environment International, 122, iss. 1, pp. 3-10, 2019.

2018

Middel A, Lukasczyk J, Zakrzewski S, Arnold M, Maciejewski R

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

Landscape and Urban Planning, 183, pp. 122-132, 2018.

Middel A, Lukasczyk J, Maciejewski R, Demuzere M, Rothe M

Sky View Factor footprints for urban climate modeling

Urban Climate, 25, pp. 120-134, 2018.