A diffusion model is a type of deep learning model used for generating high-quality images.Diffusion models mimic the process of diffusion, where particles spread out over time.These models gradually add noise to an image and then learn to reverse the process to generate new images.Diffusion models have applications in image generation, image editing, inpainting, and super-resolution.