MultiDiffusion
MultiDiffusion harnesses a pre-trained text-to-image diffusion model for controlled image generation without additional training. Its novel optimization synchronizes several diffusion processes under shared parameters, enabling high-quality images according to user specifications like aspect ratio and spatial guidance. Integrated with the Diffusers library, it addresses existing challenges, allowing rapid adaptation to tasks without lengthy re-training. Accessible demonstrations are available via Gradio and Hugging Face.