Our Research Papers
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Using Deep Learning to Quantify the Beauty of Outdoor Places
Royal Society Open Science
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Happiness Greater in More Scenic Locations
Nature – Scientific Reports
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Street-Frontage-Net: Urban Image Classification Using Deep Convolutional Neural Networks
International Journal of Geographical Information Science
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Quantifying the Impact of Scenic Environments on Health
Scientific Reports
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Quantifying Scenic Areas Using Crowdsourced Data
Urban Analytics and City Science
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Quantifying the Link Between Art and Property Prices in Urban Neighbourhoods
Royal Society Open Science
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Generative AI for Architectural Facade Design
In preparation
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The intangible value of street-level urban design using a machine learning approach: urban beauty, active frontage and street greenery
In preparation