Foreign countries have carried out research on low-light and infrared image fusion algorithms for a long time, and have proposed a series of basic algorithms, among which the pixel-level methods mainly include weighted average method, pyramid fusion method, principal component analysis (PCA) method, Multi-resolution tower algorithm, wavelet transform method, high-pass filtering method, Kalman filtering algorithm, regression model method, etc.