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.
Pixel-Locked AI Wardrobe & Corset Editing Without Background Warp — Before Pixel-Locked AI Wardrobe & Corset Editing Without Background Warp — After
Reviewed Before / After Visual Proof Gallery →

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

ParameterPorncut Character & 3D PipelineGeneric Full-Frame Img2Img
Target Region / Templatechest · silk-suite-slowburnFull-frame prompt reroll
Unmasked Pixel ControlOriginal pixel composite outside ROI maskRe-encoded globally every pass
Agent / CLI AccessStreamable 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.