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It Can Show You the Garment. It Cannot Tell You the Size

Fit is a relationship between two sets of measurements, and a photograph contains neither of them. It does not know your chest, your inside leg, or the length of your arms, and it does not know the garment's grade, its ease, or how the fabric was cut. What a try-on renders is a plausible drape, produced by a model that has seen a great many photographs of clothed people. Plausible drape is worth something. It is not the answer to the question that made you press the button.

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What it does

  • Body shape, height, and proportions held fixed
  • Pose, background, and light unchanged
  • Garment drawn to follow the actual frame
  • Slimming and lengthening named as failures

How to use Virtual Try-On

  1. 1

    Stand square, in fitted clothes

    A straight-on photograph in clothes that follow your outline gives the model your actual frame. A baggy coat hides the body it is meant to be dressing.

  2. 2

    Run the try-on

    The garment is drawn onto your body. Face, hair, skin tone, body shape, height, proportions, pose, background, and light are all held.

  3. 3

    Compare your outline, not the clothes

    Flip between the source and the result and watch your waist, shoulders, and leg length. A garment that looks great because your body changed is not a try-on.

How it works

Your photograph is scaled to about one and a fifth megapixels and repainted at a moderate denoise. The instruction is written almost entirely as a list of things to hold: face, hair, skin tone, body shape, height, proportions, pose, background, and light. The one permitted change is the garment, and it is described physically — it hangs from the shoulders, folds where the body bends, and covers what the frame covers.

The negative prompt names the flattering failures first, because they are the ones nobody complains about: changed body shape, slimmed waist, lengthened legs, changed height. Then the physical ones: a floating garment, a garment not touching the body, missing arms.

Fit is arithmetic, and the picture has no numbers

The question behind a try-on is almost always sizing, and it is worth being exact about why an image cannot reach it.

A garment fits when its measured dimensions, plus the ease the pattern cutter allowed, exceed yours in the right places. Both sides of that comparison are numbers. Your photograph contains no scale — nothing in it says how tall you are — and the garment in the render was never a physical object with a size chart.

So the render is answering a different question: what does something of roughly this kind look like on a body of roughly this shape. That question is worth asking. It is just not the one where getting it wrong costs a return.

The two minutes that actually work: a tape measure around your chest, waist, and hip, and the retailer's chart. Do that first, then use this to see whether you like the thing you are already confident will fit.

The flattering failure

Every image tool has a failure people forgive. Here it is the body itself.

A model asked for a good picture of a person in a garment has an easy route to one: adjust the person. Narrow the waist a little, lengthen the leg, straighten the shoulders. Each is small, none produces an artifact, and the result is a picture you prefer.

It is also useless, because the whole point was to see the garment on your frame rather than on an idealised one. If the body changed, you have looked at a stranger wearing something you were thinking of buying.

Hence the check this page asks for, which is unusual: ignore the clothes on the first pass. Flip between source and result and watch your own outline — waist, shoulder width, the ratio of leg to torso. Only once the body has held is the garment worth looking at.

What it is genuinely good for

Set against all of that, there is a real use, and it is about style rather than size.

Color against your skin and hair. Whether a length works with your proportions. Whether a silhouette suits you at all. These are questions where a plausible image is a reasonable proxy, and where the alternative — imagining it — is worse.

Read it the way you would read a friend's opinion in a changing room: helpful about whether it suits you, not authoritative about whether it fits.

Publication gate

This page ships once the workflow has been run against a straight-on full-length photograph, a seated angled pose, a subject in a loose garment that hides the frame, and a subject photographed against a busy background, with shoulder width, waist position, and leg-to-torso ratio measured against the source in every case.

Examples

Straight-on photo in a fitted top

me.jpg - 1800x2600, full body, arms at sides, plain hallway
prathom-virtual-try-on.png - 910x1315

The intended case. The outline is legible, so the drape has a real frame to follow and the comparison afterwards is meaningful.

Seated, angled photo in a loose hoodie

sofa.jpg - 2000x1500, seated, one arm across the body
sofa-tryon.png - 1265x949

Weak. The pose hides the torso and the loose garment hides the frame, so the drape is generated from an assumed body rather than from yours.

Frequently asked questions

Will this tell me which size to order?

No, and no tool of this kind can. Sizing needs your measurements and the garment's size chart, which are numbers, not pixels. Measure your chest, waist, and hip with a tape and read the chart. That takes two minutes and answers the question this page cannot.

Why is it instructed not to change my body?

Because that is the failure mode of the category, and it is the one people like. A try-on that quietly narrows a waist produces a flattering image and a wrong decision, and the wrongness only surfaces when the parcel arrives. Slimming, lengthening, and height changes are all named in the negative prompt.

How accurate is the drape?

Directionally useful, physically invented. It gets broad behavior right — a heavy coat hangs, a bias-cut skirt falls closer to the leg — because that is consistent across the photographs it learned from. It does not know this garment's fabric weight, so where a hem sits on you is a guess.

Can retailers use this on product pages?

Cautiously, and labeled. An image showing a customer in a garment they have not received is a representation of a product, so accuracy is a legal matter and not only a design one. The safest use is the shopper's own private preview, not a rendered image sitting in a listing.

Is the AI Virtual Try-On tool free, and do I need an account?

There is no paid tier for Virtual Try-On, which means there is no free version being held back against one. You do not sign in, you do not enter a card, and the file you download carries no mark. What the page does ask of you is patience with the queue, because the job runs on a shared GPU host and finishes in its own time.