To accelerate Stable Diffusion image generation, start by employing a  more powerful GPU. Reduce inference time by opting for lower precision (e.g., float16) or fewer steps. Selecting a more efficient scheduler, like DPMSolverMultistepScheduler, shortens the process while maintaining quality.