基于街景语义分割的兰州市街道空间适老性研究

Research on Street Space Age-Friendliness of Lanzhou City Based on Street View Semantic Segmentation

  • 摘要: 城市街道作为老年人日常出行与社会交往的核心载体,其空间品质直接影响老年人日常出行与生活质量。研究以兰州市中心城区3457条街道为研究对象,融合百度街景图像与POI数据,借助Mask2Former模型提取街景语义特征,从安全性、便利性、舒适性和包容性4个维度构建街道空间适老性评价模型,对兰州市街道空间的空间形态、分区差异及功能类型进行分析。结果表明:兰州市街道空间适老性整体呈现较为明显的“核心高—外围低”梯度格局,高值街道主要集中于城关区及建成环境较成熟区域。在四个维度中,安全性表现相对较优,便利性是主要短板,这表明兰州市大部分街道已为老年人通行提供了基础保障。兰州市不同街道类型的适老性差异明显,生活服务型、步行友好型和居住支撑型街道表现较好,交通主导型和特殊通行型街道得分偏低。研究表明,街道适老性不仅取决于通行安全和设施供给,还与街道的环境舒适性及停留交往支持密切相关。

     

    Abstract: Urban streets, as the core carriers of daily travel and social interaction for older adults, directly influence their mobility and quality of life through spatial quality. Taking 3,457 streets in the central urban area of Lanzhou as the research object, this study integrates Baidu Street View images and POI data, employs the Mask2Former model to extract street view semantic features, and constructs an age-friendliness evaluation model of street spaces from four dimensions: safety, convenience, comfort, and inclusiveness. The spatial morphology, zonal differences, and functional types of street spaces in Lanzhou are analyzed. The results show that: The overall age-friendliness of street spaces in Lanzhou exhibits a significant "high in the core—low in the periphery" gradient pattern, with high-value streets mainly concentrated in Chengguan District and areas with mature built environments. Among the four dimensions, safety performs relatively well, while convenience is the main shortcoming, indicating that most streets in Lanzhou have provided basic support for the passage of older adults. Significant differences in age-friendliness exist among different street types in Lanzhou. Life-service-oriented, pedestrian-friendly, and residential-supporting streets perform better, while traffic-dominated and special-passage streets score lower. The study shows that street age-friendliness depends not only on travel safety and facility provision but also closely relates to environmental comfort and support for staying and social interaction.

     

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