Do You Know Your Neighborhood? Integrating Street View Images and Multi-task Learning for Fine-Grained Multi-Class Neighborhood Wealthiness Perception Prediction

• Published in: Cities Vol. 158; p. 105703
• Main Authors: Qiu, Yang, Wu, Meiliu, Huang, Qunying, Kang, Yuhao
• Format: Journal Article
• Language: English
• Published: Elsevier Ltd 01.03.2025
• Subjects: Deep learning; Human perception; Social sensing; Transformer; Urban perception; Urban sensing; Wealthiness prediction; Deep learning; Wealthiness prediction; Social sensing; Transformer; Urban perception; Urban sensing; Human perception

The assessment of urban wealthiness is fundamental to effective urban planning and development. However, conventional methodologies often rely on aggregated datasets, such as census data, with a coarse-grained resolution at the census tract level, impeding accurate evaluation of wealthiness in indiv...