Transient image data enhancement method based on fully-connected automatic encoder

The invention discloses a transient image data enhancement method based on a fully-connected automatic encoder, and the method comprises the steps: firstly carrying out the data conversion through logarithm transformation based on the data distribution characteristics of a transient signal, and converting transient image data into a new data domain; and then based on a self-designed full-connection automatic coding machine network structure, learning data characteristics of the transient image by utilizing an automatic coding function of the automatic coding machine; and setting a network structure, a related loss function, a regularization term and the like, enabling the automatic encoder to correctly learn the potential characteristics of the transient image and prevent overfitting. According to the method, the data distribution of the transient image is combined, the excellent characteristics of the full-connection automatic coding machine in the aspect of data characteristics are utilized, the data charac