ControlNet is the most powerful Stable Diffusion extension — it lets you control the exact pose, composition, depth, or edges of generated images using reference inputs.
ControlNet Modes
- OpenPose: Match a specific human pose from a reference image or skeleton
- Canny / Lineart: Generate from edge maps — maintain exact composition
- Depth: Preserve 3D spatial relationships from a reference
- IP-Adapter: Transfer style or subject from a reference image
- Scribble: Turn a rough sketch into a finished image
Why It Matters
Without ControlNet, you iterate prompts hoping for the right composition. With ControlNet, you specify exactly what you want — transforming SD from a lottery into a precise tool.
Reference:
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