SDXL Controlnet

This tool generates high-quality images with precise structural control by combining text prompts with guidance inputs like poses, edge maps, depth, or sketches. You can lock composition, replicate layouts, or turn rough scribbles into polished artwork while retaining SDXL-level detail and realism. Start with clean, well-defined control maps and moderate control weights, then iterate: adjust prompts and weights to balance fidelity and creative variation. Mix modes such as segmentation for object separation and scribble for layout to handle complex scenes. Dual references (pose + style) are supported, but avoid over-constraining to prevent rigid results. Ideal for character design, product visuals, and storyboarding.