PIXEND DATA STUDIO TRAINING PAIRS / CUSTOM DATA PRODUCTIONBUILT FOR VISUAL AI
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Sample photos coming soon

JPG / PNG photos and matched edits will appear here when available.

Published photos show the editing task. Sample access and training rights are agreed separately.

Custom productionPX-POR-01

Portrait Retouching

Natural portrait editing pairs

Precise skin and hair edits that preserve facial identity, expression, and natural texture.

Skin textureLocal editsIdentity preservation
Unit
Accepted image pairs
Structure
Source + Instruction + Target
Volume & timeline
Scoped to your specification
Licensing
Project-specific agreement
Custom quotationBased on volume, complexity, and rights

No payment or commitment is made by submitting a request.

Change the right things. Preserve the rest.

Editing tasks

Remove temporary blemishes

Tidy stray flyaway hairs

Adjust local skin tone to the agreed standard

Preservation requirements

Facial geometry, expression, freckles, natural skin texture, clothing, and background

Production specifications

Use cases
Portrait editing, image-to-image training, task evaluation
Resolution
Native or agreed resolution; resizing and upscaling disclosed
Format
JPG / PNG images · Excel spreadsheet (.xlsx). CSV, JSON, TXT and MD on request.
Includes
JPG / PNG source and target photos, with an Excel spreadsheet containing English instructions, task tags and review records
Options
Optional validated local-edit masks
Review
Instruction fidelity · Preservation · Technical integrity
Provenance
Source origin and editing method disclosed per project
Coverage
Task mix, scene distribution, and exclusions defined in the brief