ControlNet

Threads outlined multi-step pipelines for turning sketches into photoreal scenes, placing furniture with red-box prompts, and swapping in a real face after generation. Prompt-only inpainting still misses precise placement, so creators are using masks, ControlNet, and cleanup passes for tighter control.