openalexScientific Reports2026-07-24
A fine-grained defect-sensitive local–global multiscale vision transformer framework for urban visual pollution prediction
Peng Xu, Jingyi Shen, Taotao Zou, Fa Shen, Yalun Lei, Digong Liu
Urban visual pollution is an increasing concern in rapidly growing cities, affecting environmental quality, public perception, and urban sustainability. Existing visual pollution assessment approaches often rely on manual inspection, conventional image processing, or generic deep…