AI RECIPE
A recipe is a reusable AI workflow that applies consistent edits to all your images in one go, with no prompts required.

Apparel Product Photography — Portrait Catalog Crop

Portrait-format apparel shots on white background — every garment auto-centered in a 3:4 ratio, dimensions consistent across tops, dresses, and outerwear. Try it on your clothing catalog and get listing-ready vertical imagery in seconds.

About this recipe

Modern fashion PDPs run vertical — and shoppers see them on mobile. This recipe takes your apparel shots and outputs consistent portrait 3:4 images on white background, every garment auto-centered and proportional, across tops, dresses, denim, and outerwear at full-collection scale.

Use cases

  • Prep fashion PDP portrait imagery
  • Meet apparel marketplace portrait requirements
  • Build wholesale clothing catalogs in 3:4
  • Build DTC fashion brand product pages
  • Refresh seasonal collections without re-editing

Tips for best result

  • Works on flat lay, ghost mannequin, and on-model
  • Keep input resolution above 1500px
  • Batch your full collection in one upload
  • Consistent lighting yields the cleanest output
  • Pair with AI Upscale to sharpen fabric textures

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Frequently Asked Questions

Will it work on garments with delicate details?

Yes — edge detection preserves lace, sheer panels, and texture. Use high-resolution originals so fine details remain sharp in the final output.

Does it work on flat lay, ghost mannequin, and on-model shots?

Yes — the recipe handles all three input types and outputs consistent portrait 3:4 imagery on white background, regardless of how the garment was shot.

Does it match marketplace portrait requirements?

Yes. Output sizes are configurable to meet Amazon, ASOS, Zalando, and Shopify portrait specifications.

Can it batch process my full apparel collection?

Yes. Upload your entire collection and the recipe delivers consistent 3:4 crops for every garment in one pass — no per-item setup required.

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