理解城市感知有助于推进城市智能研究，从而支持可持续发展与智慧城市建设。城市视觉-空间智能（UVSI）整合了人类感知与传感器感知。本文综述探讨了UVSI在可持续发展中的潜在作用，识别了当前研究空白，并提出了未来优先研究方向。人工智能、高性能计算、实时数据处理及公民科学等领域的进展可能对UVSI产生重大影响。

Understanding urban perception enhances urban intelligence research, aiding sustainable development and smart city. Urban Visual-Spatial Intelligence (UVSI) integrates human and sensor perception. This Perspective explores UVSI’s potential for sustainable development, identifies research gaps, and outlines future priorities. Advances in AI, high-performance computing, real-time data processing, and citizen science could significantly impact UVSI.