Detecting environmental barriers affecting older adult pedestrians via Gramian angular field-based CNN of smartphone sensor data

These findings demonstrate that image-based deep learning provides a practical and interpretable solution for real-time, personalized detection of environmental barriers, offering a scalable tool for data-driven walkability enhancement in age-friendly urban design.