Sensing urban soundscapes from street view imagery

•Large-scale and high-resolution approach sensing urban soundscapes without ground measurements with machine learning.•A dataset of street view imagery tagged with multivariate soundscape indicators.•Quantifying the relationships between visual features and human soundscape perception.•Validation with sound intensity and corresponding street view imagery using noise meters and cameras.•Comparative analysis including two cities and a scalable approach.