Moderate Resolution Imaging Spectroradiometer (MODIS) snow cover product is one of the prevailing datasets for global monitoring, but cloud obscuration leads to discontinuity ground coverage information in spatial and temporal. To solve this problem, a novel spatial-temporal missing reconstruction model based on U-Net with partial convolutions (PU-Net) proposed recover gaps MODIS Normalized Dif...