This repository provides the PyTorch implementation of Structure-Preserving Super Resolution (SPSR), a method for enhancing image resolution while maintaining structural integrity. The approach uses gradient guidance to preserve edge and detail information during the super-resolution process. It includes training code, model architecture, and pre-trained weights for both the CVPR 2020 and TPAMI 2021 versions of the method.