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 — Headless Catalog Crop

Clean headless mannequin crops from on-model apparel shots — starting between the eyes and nose and extending downward on a white background, garment in focus. Try it on your apparel catalog and get listing-ready imagery, no manual editing.

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About this recipe

On-model apparel shots can include the face — but for catalog grids, headless crops keep customer focus on the garment. This recipe auto-detects the face, crops between the eyes and nose, and extends downward on a white background, delivering listing-ready apparel imagery without manual editing.

Use cases

  • Prep apparel catalog headless imagery
  • Build fashion marketplace listings
  • Build wholesale apparel catalogs in bulk
  • Build DTC fashion brand headless imagery
  • Refresh seasonal collections without re-editing

Tips for best result

  • Use full-length on-model shots for best results
  • Works across standing and lifestyle poses
  • Batch your full collection in one upload
  • Pair with AI Upscale to sharpen fabric textures
  • Consistent model angle yields uniform crops

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Frequently Asked Questions

Why use headless crops instead of full-face on-model shots?

Headless crops keep focus on the garment, avoid model-licensing complications, and let one set of model shots work across regions and brands. Many fashion marketplaces also prefer headless format.

Can it batch process my full apparel catalog?

Yes. Upload your full on-model collection and the recipe delivers consistent headless 3:4 crops on white background for every shot in one pass.

Where exactly does the crop happen?

The crop starts between the eyes and nose and extends downward, so the model's chin and clothing remain visible while the face is removed.

Does it work on lifestyle shots, not just studio?

Yes — the recipe handles studio, lifestyle, and editorial poses. The face is removed regardless of original setting.

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