“The research progress in the field of low light image enhancement was introduced, and relevant experts proposed a conditional diffusion model low light image enhancement method based on frequency domain feature optimization and truncated sampling. This provides a new solution to solve the problems of high computational cost, high-frequency feature distortion, and color shift in existing methods.”