A womenswear brand in India

A small womenswear label photographs its stock the way most small labels do: the garment flat, on a hanger, under whatever light the room has. Those images sell the fabric and nothing else. A saree on a hanger is a rectangle of cloth; on a person it is a drape, a fall and a silhouette, and the second thing is what the customer is buying.

The usual answer is a studio shoot: a model, a photographer, a stylist, a location, and a cost per garment that only makes sense if the garment is going to sell in volume. For a label with a long tail of designs, each in small quantities, the economics never close. Most of the catalogue stays on the hanger.

I built the catalogue imagery generatively instead.

• Garment-on-model composition. Image-to-image generation that takes a photograph of the actual garment and a model reference, and returns the garment worn and draped. The constraint that matters is fidelity: the output has to be the garment the customer will receive, not a plausible garment of the same colour.
• Catalogue stills. A consistent set per design, so the grid reads as one brand rather than as a collection of experiments.
• A short fashion film. Generated motion from the same stills, for the formats where a still does not hold attention.

The work ran across two generation tools because neither does both halves well: one is better at holding garment detail through a composite, the other at producing a usable motion sequence from a still.

This is a production method, not a measured outcome. What it changes is the cost of putting a design in front of a customer wearing it, which for a long-tail catalogue is the binding constraint. Whether the images sell better than the hanger shots is the label’s measurement to make, over a season.

Generated imagery of clothing sits close to a line. The garment shown has to be the garment shipped, and the model has to be understood as a representation rather than an endorsement. Both are solvable with disclosure, and both are worth settling before the first catalogue goes out rather than after.