The Influence of Visual Landscapes on Road Traffic Safety: An Assessment Using Remote Sensing and Deep Learning

• Main Authors: Liu L., Gao Z., Luo P., Duan W., Hu M., Mohd Arif Zainol M.R.R., Zawawi M.H.
• Other Authors: 57194520601
• Format: Article
• Published: Multidisciplinary Digital Publishing Institute (MDPI) 2024
• Subjects: deep learning; driving performance; remote sensing; semantic segmentation; street view image; traffic safety; visual landscape elements; Accident prevention; Automobile drivers; Deep learning; Heart; Highway planning; Motor transportation; Population statistics; Remote sensing; Semantic Segmentation; Semantics; Urban growth; Driver fatigue; Driving performance; Landscape elements; Landscape feature; Remote-sensing; Semantic segmentation; Street view image; Traffic safety; Visual landscape element; Roads and streets

Rapid global economic development, population growth, and increased motorization have resulted in significant issues in urban traffic safety. This study explores the intrinsic connections between road environments and driving safety by integrating multiple visual landscape elements. High-resolution...