# A Machine Learning and Computer Vision Study of the Environmental Characteristics of Streetscapes That Affect Pedestrian Satisfaction

> Research article (Sustainability, 2022) · cited 54× · AI/ML

**Wikidata**: [openalex:W4229458310](https://www.wikidata.org/wiki/openalex:W4229458310)  
**Source**: https://4ort.xyz/entity/a-machine-learning-and-computer-vision-study-of-the-environmental-characteristics-of-streetscapes-that-affect-pedestrian