AI models / QUESTION GUIDE
How do you stop a model’s reference outfit from becoming part of the product ad?
State which clothing belongs to the model reference and which item is actually for sale. A saved person image may carry a jacket, necklace or bag that should not migrate into the new campaign. Keep identity guidance separate from merchandise evidence and inspect unwanted reference-outfit carryover in the generated scene.
Inventory the reference outfit
Look at the saved model image and name visible garments and accessories. Decide which are irrelevant to the new scene. A reference necklace may be mistaken for a supplied accessory, while a jacket may conceal the shirt you are selling. Do not assume the system will use only the face.
For an illustrative T-shirt campaign, the selected model’s source portrait may show a blazer. The new merchandise source establishes the T-shirt. Write that the blazer is not part of the requested outfit rather than changing the product brief to accommodate it.
Create a role map
| Source element | Intended role | Review |
|---|---|---|
| Face reference | Visual identity | Compare appearance |
| Source blazer | No merchandise role | Exclude from new outfit |
| Actual T-shirt photo | Product construction | Preserve print and hem |
| New styling accessory | Optional context | Avoid inclusion implication |
The map is useful even when the person is entirely fictional. It clarifies what the buyer should infer from the image and what the generator is being asked to change.
Generate from the garment evidence
In Virtual try-on, select the official or saved model and upload the actual garment. Describe the intended outfit and exclusions. Review whether source clothing remains visible, whether the sold item is hidden and whether accessories imply a bundle.
A selected model reference does not guarantee outfit separation. Itemlume does not provide a pixel-level identity-only extraction control. If carryover remains, choose a simpler reference or a product-only view where appropriate.
Check the ad’s merchandise promise
Read the image with its title and contents explanation. A viewer should identify the sold garment without relying on internal role notes. Keep styling accessories clearly secondary and do not use the reference outfit as evidence about the new garment’s fit.
Use identity/outfit roles for the brief and outfit separation for multi-item scenes. Save the role map with the selected model and garment revision.
Sources and further reading
Sources for this page were checked on . Platform rules can change; verify the current source before publishing. Prompt examples and workflow recommendations are Itemlume editorial guidance, not independently measured results.
Frequently asked questions
Does selecting a model use only their face?
Do not assume that; inspect outfit carryover.
Can a source accessory imply it is included?
Yes. Clarify or remove it when it changes the order promise.
What if carryover persists?
Simplify the reference or use another truthful presentation.
BUILD FROM A PRODUCT YOU KNOW
Put this workflow into practice with your own product.
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