Penghua Liu

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

Marco Helbich, Yao Yao, Ye Liu et al. · Environment International · 2019 · 554 citations · Full text

Sensing spatial distribution of urban land use by integrating points-of-interest and Google Word2Vec model

Yao Yao, Xia Li, Xiaoping Liu et al. · International Journal of Geographical Information Systems · 2016 · 456 citations

Urban Land Use, Urban Geography, Geographic Information Systems +15

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

Yao Yao, Zhaotang Liang, Zehao Yuan et al. · International Journal of Geographical Information Systems · 2019 · 388 citations

Geometric Learning, Convolutional Neural Network, Engineering +18

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

Ruoyu Wang, Marco Helbich, Yao Yao et al. · Environmental Research · 2019 · 265 citations

Urban Green Spaces, Behavioral Sciences, Urban Health +13

Perceptions of built environment and health outcomes for older Chinese in Beijing: A big data approach with street view images and deep learning technique

Ruoyu Wang, Ye Liu, Yi Lü et al. · Computers Environment and Urban Systems · 2019 · 215 citations · Full text

Built Environment, Urban Health, Global Health +6