The invention discloses a mine mobile inspection image reconstruction method based on edge correction, and the method comprises the following steps: 1, carrying out the image preprocessing: carrying out the downsampling and image segmentation of different degrees on an input image; 2, extracting and representing image features; respectively using an improved activation function behind each convolution layer; 3, performing image reconstruction, adopting the method to reconstruct the Y channel; and 4, correcting edge error area information. In the preprocessing stage, the images of the training set are amplified at different scales to facilitate later cross training, so that the network model is suitable for reconstruction processes of different scaling multiples of 2, 3, 4 and the like. Network levels are properly deepened, and richer image feature information is extracted. An edge correction coefficient is extracted, edge information correction is performed on the reconstructed HR image, and the problem that edge details are fuzzy is solved. An improved activation function is introduced, the nonlinear expression capability is improved, and more nonlinear region characteristics are activated.