There are many samplers in Stable Diffusion, but it is often unclear which sampler suits which scenario. An article provides a scientific explanation and comparison of the advantages and disadvantages of different samplers in the denoising process. The choice of Stable Diffusion samplers should depend on actual needs and the types of samplers offered by the software. Selecting a Stable Diffusion sampler should be based on different application scenarios.