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December 5, 2025Environment and Planning B Urban Analytics and City ScienceOpen Access

Modeling the impact of street-level built environment on cyclists’ route choice using street view images and GPS data

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Authors

CLChaoru LuDPDaniel P PiatkowskiJÖJohn Östh

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Implication

This analysis reveals the influence of built environment factors on cyclists' route choice, suggesting integration of greenery is essential for urban planning.

Key Points

  • Cyclists prefer routes with more greenery and fewer traffic lights, indicating that urban planning should prioritize green spaces.
  • Findings showed that cyclists are deterred by wider roads and dense building facades, highlighting urban design impacts on cycling.
  • Utilizing GPS data and image segmentation techniques, researchers assessed how street-level features affect route selection.
  • This research emphasizes the importance of considering environmental factors like air quality and greenery for effective cycling infrastructure.

Cite This Study

Lu et al. (2025) studied this question.

synapsesocial.com/papers/6932311e8e51979591dce37ehttps://doi.org/10.1177/23998083251405122
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