Revealing spatio-temporal evolution of urban visual environments with street view imagery

•A neural network approach for unsupervised visual environment clustering.•Integration of multivariate and spatial relationship in urban environment studies.•Exploration of time series street view imagery.•The spatial–temporal evolution analysis of visual environment was obtained.•The method has established six clusters of the streetscape in Singapore.