Our Research Papers

  • A forest with tall trees and purple flowers blooming on the ground.

    Using Deep Learning to Quantify the Beauty of Outdoor Places

    Royal Society Open Science

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  • Happiness Greater in More Scenic Locations

    Happiness Greater in More Scenic Locations

    Nature – Scientific Reports

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  • Street-Frontage-Net: Urban Image Classification Using Deep Convolutional Neural Networks

    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

    Quantifying the Impact of Scenic Environments on Health

    Scientific Reports

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  • Quantifying scenic areas using crowdsourced data

    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

    Quantifying the Link Between Art and Property Prices in Urban Neighbourhoods

    Royal Society Open Science

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  • Close-up of the ornate architectural details on the corner of a historic building, including decorative moldings, columns, and arched windows, against a clear blue sky.

    Generative AI for Architectural Facade Design

    Buildings

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  • An aerial view of a suburban neighborhood with houses, streets, and a park with trees and open green space.

    The intangible value of street-level urban design using a machine learning approach: urban beauty, active frontage and street greenery

    In preparation

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