通过检测衰变的物理属性来衡量城市质量和变化
Andrea Vallebueno1, Yong Suk Lee2
1Regulation Evaluation and Governance Lab, Stanford University, Stanford, 94350, USA.
Scientific reports
|October 12, 2023
概括
这项研究引入了一种使用谷歌街景图像评估城市质量的新方法. 它可以检测城市衰落的迹象,如沟和涂,以跟踪环境变化并为城市规划提供信息.
科学领域:
- 城市研究 城市研究
- 计算机视觉 计算机视觉
- 环境科学 环境科学
背景情况:
- 城市环境质量对于社会福祉至关重要.
- 测量城市质量及其空间差异是具有挑战性的,因为广泛的数据要求.
- 街景图像提供了一种新的方法来识别城市特征.
研究的目的:
- 开发一个全面的城市质量指数,并在街段层面的变化.
- 使用谷歌街景 (GSV) 图像来评估城市环境条件.
- 探索街景图像分析在不同的城市环境和时间的可靠性和一致性.
主要方法:
- 在城市腐烂指标 (例如,坑,涂,垃圾) 上训练的物体检测模型.
- 专注于八个特定的对象类别,表示城市衰落或不美.
- 评估城市指数在不同城市和时间上的表现.
主要成果:
- 证明了使用GSV图像用于城市质量评估的可行性.
- 在街段层面上量化城市衰退指标.
- 评估了该方法在旧金山,墨西哥城和南本德等不同城市环境中的有效性.
结论:
- GSV图像分析提供了一种可扩展的方法来监测城市质量和变化.
- 开发的指数在城市规划和公共政策方面具有潜在的应用.
- 进一步的研究可以完善更细致的城市环境评估的方法.
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