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Virtual Try-On

Build a complete outfit from three references: a person, a top garment, and a bottom garment. Image Presto sends them to the Flux Klein 9B Virtual Try-On LoRA in that order and returns a new full-body image.

Use all three images for a complete outfit

A person plus a single garment also works when you only need to replace a shirt or a pair of trousers — but full outfit generations are most reliable with all three inputs.

1. Prepare your inputs

InputUseBest source image
1PersonThe person who will wear the outfit.A clean, full-body photo with the pose and limbs clearly visible.
2Top garmentShirts, knitwear, hoodies, jackets, and similar tops.A front-facing product or flat-lay image showing the whole garment.
3Bottom garmentJeans, trousers, skirts, shorts, and similar bottoms.A front-facing product or flat-lay image showing the full silhouette.

Avoid mirror selfies, busy scenes, obstructed limbs, and cropped product photos. Clean backgrounds, similar lighting, and clearly visible garments make the generated outfit more reliable.

2. Create a try-on

  1. 1Upload the person image in the first panel, the top in the second, and the bottom in the third.
  2. 2Add short descriptions when a garment has details worth preserving — a logo, fabric, cut, color, or pattern.
  3. 3Keep the defaults for a first run: 28 steps, guidance 2.5, LoRA scale 1.0.
  4. 4Pick one or two outputs, then select Try On.

3. Tune the settings

SettingDefaultRangeWhat it does
Outputs11 – 2Generate two options when you want a choice. Each output costs tokens.
Guidance scale2.51 – 5Higher values preserve garment detail but can oversaturate colors.
Inference steps284 – 50More steps refine the result and take longer to generate.
LoRA scale1.00.5 – 1.5Strength of the try-on LoRA. The default is best for most images.
Image seedRandomAny numberReuse a seed to regenerate a result with small setting changes.

How descriptions are used

The tool writes the model prompt for you in the reference model's TRYON format, keeping the image order fixed:

TRYON [person description]. Replace the outfit with [top description] and [bottom description] as shown in the reference images. The final image is a full body shot.

Leave a description blank when the reference image speaks for itself. Add one when you need to preserve a particular texture, print, fit, or pose.

Improve a weak result

If you seeTry this
Garment details are missingUse a closer, well-lit product image and name the color, material, and pattern in its description.
The outfit does not fit the poseSwap in a full-body photo where the arms, waist, and legs are unobstructed.
Unrelated clothing changedSupply both a top and a bottom reference, and try the default guidance before raising it.
Colors look too intenseLower the guidance scale slightly and keep lighting consistent across all three sources.

Model reference

This workflow is based on the Flux Klein 9B Virtual Try-On LoRA documentation. The model accepts person, top, and bottom references and is optimized for full-body clothing replacement.