How is cycling safety affected by micro-level built environment variables? A case study using a deep learning approach

A. Lurong Xu, B. Shuli Luo, C. Steve O' Hern, D. Alexa DelboscConference room

  • Novel framework evaluates cycling safety using deep learning & Street View Images (SVI), overcoming data limitations & geographic barriers
  • Cycling safety influenced by micro-level built environment (BE) variables' interaction
  • Physical disorder is a significant, previously neglected factor in evaluating cycling safety
  • Spatial heterogeneity's impact on cycling safety warrants consideration when assessing built environment variables

Mon 15:49 - 00:00