MistoLine is an SDXL-ControlNet model capable of adapting to any type of line art input, demonstrating high precision and excellent stability. It generates high-quality images based on the user's provided line art, suitable for hand-drawn sketches, various ControlNet line processors, and outlines generated by models. Through the use of innovative line pre-processing algorithms (Anyline), retraining of the Unet model based on stabilityai/stable-diffusion-xl-base-1.0, and innovation in large-scale model training projects, MistoLine showcases superior performance in detail restoration, prompt alignment, and stability over existing ControlNet models in complex scenarios.