Feeling Nature: Measuring perceptions of biophilia across global biomes using visual AI

An increasing number of studies suggest that biophilia encompasses benefits resulting from human–nature interactions. However, quantifying these effects remains challenging. Since natural features vary worldwide, this study explores whether people perceive biophilia universally or if it is influenced by local or geographical conditions. To this end, we quantify, qualify, and map biophilic perceptions (BP) across terrestrial biomes. We first surveyed 400 people in eight cities to identify urban features evoking more positive feelings via Google Street View imagery. Thereafter, survey outcomes were used to calculate specific metrics (coverage, diversity, distribution, intensity, specificity) aimed at measuring BP using a machine-learning model to detect 25 visual biophilic classes (BC). We found that people yield greater benefits from eye contact with nature-based elements within the cityscape unanimously, regardless of biome or gender. We provide AI-driven measurement tools applicable to any city globally to foster understanding and the enhancement of biophilic experiences.

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Publication Details

Journal
npj Urban Sustainability
Published
2025-02-12
DOI
https://doi.org/10.1038/s42949-025-00192-1
Citations
6
Primary Topic
Urban Green Space and Health
Type
article
Field-Weighted Citation Impact
7.20

Funders

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article

Feeling Nature: Measuring perceptions of biophilia across global biomes using visual AI

Arjan van Timmeren, Rohit Priyadarshi Sanatani, Deborah C. Lefosse, Yuhao Kang et al.
6 citations
npj Urban Sustainability
Urban Green Space and Health
7.20
article

Feeling Nature: Measuring perceptions of biophilia across global biomes using visual AI

Arjan van Timmeren, Rohit Priyadarshi Sanatani, Deborah C. Lefosse, Yuhao Kang, Fábio Duarte, Carlo Ratti
article en
6 citations

Abstract

An increasing number of studies suggest that biophilia encompasses benefits resulting from human–nature interactions. However, quantifying these effects remains challenging. Since natural features vary worldwide, this study explores whether people perceive biophilia universally or if it is influenced by local or geographical conditions. To this end, we quantify, qualify, and map biophilic perceptions (BP) across terrestrial biomes. We first surveyed 400 people in eight cities to identify urban features evoking more positive feelings via Google Street View imagery. Thereafter, survey outcomes were used to calculate specific metrics (coverage, diversity, distribution, intensity, specificity) aimed at measuring BP using a machine-learning model to detect 25 visual biophilic classes (BC). We found that people yield greater benefits from eye contact with nature-based elements within the cityscape unanimously, regardless of biome or gender. We provide AI-driven measurement tools applicable to any city globally to foster understanding and the enhancement of biophilic experiences.

npj Urban SustainabilityVol. 5(1)
Massachusetts Institute of Technology (US), Delft University of Technology (NL)
Université Laval, British University in Dubai, Norges Teknisk-Naturvitenskapelige Universitet, European Commission, National University of Singapore, Nanyang Technological University, Technische Universiteit Delft, Universidad de Buenos Aires, Universitat Politècnica de Catalunya, Singapore-ETH Centre, Wageningen University and Research
Openalex Percentile: Top 3%
Urban Green Space and Health
7.20
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