As a newly developed classification system, the LCZ scheme provides research framework for Urban Heat Island (UHI) studies and standardizes worldwide urban temperature observations. With growing popularity of deep learning, learning-based approaches have shown great potential in mapping. Three major cities China are selected as study areas. In this study, we design convolutional neural network ...