GAP PLAYBOOK · PIXEL-LOCKED ROI MASKING
Pixel-Locked AI Wardrobe & Corset Editing Without Background Warp
Full-frame regeneration alters room geometry and facial micro-expressions every time you swap fabric; surgical ROI masking isolates only the garment mask boundary.
Answer-First Summary: Full-frame regeneration alters room geometry and facial micro-expressions every time you swap fabric; surgical ROI masking isolates only the garment mask boundary.

1. Production & Streaming Overview
Compare full-frame image-to-image rerolls against anatomical ROI masking to restyle lace corsets, silk gowns, and fabrics with zero background or face drift.
Full-frame regeneration alters room geometry and facial micro-expressions every time you swap fabric; surgical ROI masking isolates only the garment mask boundary.
Workflow Parameters & Architecture Comparison
| Parameter | Porncut Character & 3D Pipeline | Generic Full-Frame Img2Img |
|---|---|---|
| Target Region / Template | chest · silk-suite-slowburn | Full-frame prompt reroll |
| Unmasked Pixel Control | Original pixel composite outside ROI mask | Re-encoded globally every pass |
| Agent / CLI Access | Streamable HTTP /mcp & /cli.py (9 tools) | Manual web UI only |
Frequently Asked Questions
How does ROI masking prevent background lines from curving when editing waist or wardrobe?
Pixels outside the selected anatomical mask (face, hair, chest, waist, hips, pose, or background) are composited back directly from the source image rather than re-decoded through diffusion.