How to Choose a Clothing Reference Image

Choose an image with one primary garment or a coordinated outfit that should transfer as a unit. A collage, crowded wardrobe or group photograph introduces several competing answers.

For a dress or swimsuit, a straight-on product view usually communicates the silhouette better than a dramatic side pose.

High contrast between the garment and background helps define straps, sleeves and hems. A busy room, beach scene or overlapping accessories may become entangled with the clothing during generation.

Transparent-background catalogue images can work well, as can neatly photographed garments on a plain surface or mannequin.

If the product image is tiny, the model cannot reliably reproduce fine embroidery, hardware or print. Crop unused background while leaving the complete garment visible.

Text and logos are particularly unstable in generative images. If exact branding matters, virtual preview is not the right reproduction method.

A frontal garment reference transfers more predictably to a frontal person. Strong perspective, twisted fabric or a seated model can conflict with an upright source photo.

You do not need an identical pose, but reducing obvious conflicts leaves more model capacity for the clothing itself.

A reference can communicate a style direction without proving that the generated result matches the physical product. Keep the original item link, measurements and photographs available for verification.

Only upload product imagery you have the right to process. Avoid removing watermarks or presenting a generated preview as official brand photography.