Pest detection method, system and equipment based on SWT model and storage medium

The embodiment of the invention discloses a pest detection method, system and equipment based on an SWT model, and a storage medium, and the method comprises the steps: carrying out the amplification of a data set through a machine generation method and a diffusion model generation method after calling a preset pest image public data set, and generating a second amplified pest image and a second amplified pest image set; performing iterative training on a preset Swin-Transform (mobile hierarchical window network, short for SWT) model by using the second amplified pest image set to generate a pest detection model; and performing pest variety detection by using the pest detection model in combination with the pest picture and the crop name, and generating a pest detection result. Thus, after the pest pictures are received, the varieties of the pests are intelligently recognized, the pests are efficiently killed, and other environmental pollution is avoided while the grain yield is increased. 本发明实施例公开了一种基于SWT模型的