DreamWalk is a diffusion guidance-based text-perceiving image generation method that allows for fine-grained control over the style and content of images without requiring fine-tuning or modification of the diffusion model's internal layers. It supports various style interpolation and space-varying guidance functions and can be widely applied to various diffusion models.