In this tutorial, I’ll walk you through how to use multiple ControlNets in ComfyUI to create stunning architectural renderings. We’ll be combining Depth, Canny, and Scribble ControlNets to guide image generation with precision — from structural outlines to fine edge details.
You’ll learn how to:
Set up and combine multiple ControlNets in a single ComfyUI workflow
Preprocess edges effectively for clean and controllable results
Use Depth maps for realistic architectural proportions
Apply Canny edges to sharpen geometry and refine forms
Incorporate Scribble ControlNet for sketch-based creativity
Achieve photorealistic results tailored for architectural visualization
For this workflow, I’m using the Union SDXL ControlNet model, which unifies multiple ControlNet tasks into a single powerful tool. You can find it here:
👉 Union SDXL ControlNet: https://huggingface.co/xinsir/control...
Whether you’re an architect, designer, or just exploring AI-driven rendering, this video will help you unlock the full potential of ComfyUI for parametric and creative workflows.
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