Decoupling Urban Street Attractiveness: An Ensemble Learning Analysis of Color and Visual Element Contributions

Decoupling Urban Street Attractiveness: An Ensemble Learning Analysis of Color and Visual Element Contributions

Constructing visually appealing public spaces has become an important issue in contemporary urban renewal and design. Existing studies mostly focus on single dimensions (e.g., vegetation ratio), lacking a large-scale integrated analysis of urban color and visual elements. To address this gap, this s...

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Bibliographic Details
Main Authors: Tao Wu, Zeyin Chen, Siying Li, Peixue Xing, Ruhang Wei, Xi Meng, Jingkai Zhao, Zhiqiang Wu, Renlu Qiao
Format: Article
Language:English
Published: MDPI AG 2025-05-01
Series:Land
Subjects:
urban aesthetics
urban color
street-view visual elements
machine learning
Place Pulse 2.0
Online Access:https://www.mdpi.com/2073-445X/14/5/979
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