A diffusion model is a generative model inspired by the natural phenomenon of diffusion -- i.e. the gradual dispersing of particles through a medium -- except that in the reverse order. In diffusion-based image generation, for example, the model starts from random gaussian noise (a "tv static"-type image) and iteratively removes noise, until the final result is obtained.