Generator network structure is divided into the downsampling part of feature extraction and the upsampling part of the feature fusion. N represents the number of channels, I_LR represents the HMI image upsampled four times in advance. The blue module represents the convolution layer, the green module represents the deconvolution layer, the gray module represents the self-attention module, the yellow module is Max pooling, and the red module is softmax.