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-PRD-01

Product Cleanup

Detail-preserving commerce imagery

Remove dust and surface imperfections while keeping the product, materials, and color consistent.

Product detailSurface cleanupColor consistency
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 dust and minor surface scuffs

Clean the specified background areas

Apply agreed color-consistency corrections

Preservation requirements

Product shape, material texture, stitching, logos, patterns, and specified color

Production specifications

Use cases
Commerce image editing, product photography enhancement
Resolution
Native or agreed resolution; detail requirements defined in the pilot
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 product and background 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