Apparel
From flat-lay to on-model photo without a photoshoot

Shoppers buy apparel when they can see how it hangs on a body. A flat-lay shows colour and print; an on-model photo shows drape, length and fit. Virtual try-on transfers the garment from the flat-lay onto a model while keeping the pattern, logo placement and fabric texture.
Accuracy beats beauty here. Name the fit you sell (relaxed, cropped, regular), the length (hip, mid-thigh, ankle) and the fabric (heavy cotton, satin, rib knit). If the result makes the garment look longer, tighter or shinier than the real one, regenerate — misleading fit is the top reason for apparel returns.
You'll need
- A flat-lay or hanger photo of the garment, evenly lit, colours accurate
- A model photo or generated model you have the rights to use
- Outfit change tool (virtual try-on), optionally a pose reference
Shoot the flat-lay
Garment flat, sleeves arranged, even daylight. Colour-check against the real item on screen.
Choose the model
A licensed model photo or a generated model from the character sheet. Neutral pose, plain studio backdrop.
Transfer the garment
Outfit change: garment image + model image. State fit, length and fabric in one line.
Check the details
Print alignment, logo position, button count, hem length. Regenerate if any drift.
Add a second angle
Use a pose reference for a three-quarter or back view so the listing shows more than one side.
Paste this instruction
Dress the model in the garment from the reference image. Keep the exact print, colour, logo placement, button count and heavy cotton texture. Relaxed fit, hem at the hip. Plain light-grey studio backdrop, soft even light, full body, 3:4 vertical.
Don't stack
Do not use a real person's photo without their permission. Do not slim, lengthen or recolour the garment beyond what the real product looks like.

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