title: Skin Retouching: Consent-Aware Correction Workflow description: Skin retouching is a consent-aware, scope-limited correction workflow; preserve identity, texture, and protected traits, keep every mask and edit auditable, and require review of all changed skin. category: workflows tags: [skin-retouch, inpainting, consent, privacy, masks, texture-preservation, quality-control] aliases: ["Skin Retouch Pipeline", "Blemish Correction Workflow"]
Skin Retouching: Consent-Aware Correction Workflow¶
Skin retouching should correct a specifically approved visual issue without silently changing identity, age presentation, complexion, body characteristics, or health-related appearance. It is not a general “beautify” operation and must never be used to infer or classify medical or sensitive personal traits.
Intake and consent¶
For each source image, retain the image digest, authority to edit, approved purpose, requested correction scope, access/retention policy, and any prohibited changes. Treat portraits as sensitive material even when the intended edit is cosmetic.
Describe requests in bounded visual terms, such as a temporary visible artifact in a named region. If a request is ambiguous, potentially medical, or changes protected appearance, route it to human review rather than automated retouch.
Mask-first workflow¶
- Create or review a mask for the approved issue.
- Mark protected regions, including eyes, lips, hairline, facial contours, tattoos, jewelry, and any content the request says to preserve.
- Select the least generative correction that can satisfy the mask.
- Keep the original, mask, operation parameters, and edited result together.
- Review every changed region at delivery resolution and beside the source.
Automatic detection or segmentation can propose masks but cannot decide which skin feature should be altered. Never allow a detector confidence score to replace consent, intent, or a human acceptance decision.
Texture and identity preservation¶
Use a representative validation set to check pore/texture continuity, edge transitions, lighting, color, and facial geometry. A blurred or overly smooth area is a failure even if the requested artifact disappeared. When an inpainting model is used, distinguish its generated area from observed source detail and reject outputs that change identity, protected traits, or adjacent objects.
For a larger edit or an edit model, validate the requested correction separately from preservation; see face beautify edit lora. For background or object cleanup around a person, use the constrained mask contract in object removal inpainting.
Release record¶
An approved retouch needs the source/output digests, mask version, model or tool revision, instruction, reviewer, scope decision, and a reversible delivery path. Do not replace the original asset with an edited image without retaining both.