A fast and easy method for predicting agricultural waste compost maturity by image-based deep learning.

•A fast and accurate method for predicting compost maturity is proposed.•An acquisition platform and data set website for compost images are established.•The features extracted from the compost images by the model are visually analyzed.•The robustness of the compost maturity prediction model is analyzed.