Virtual clothing fitting saves time on photo shoots, wardrobe selection, and photo editing. Dress Factory in Piper superimposes clothing onto an image as if you were actually posing in that outfit. The service recognizes your figure and takes into account the angle, shadows, and light so that the fabric fits your silhouette and retains its texture.
The Dress Factory library has over 40 ready-made looks: casual and evening dresses, character costumes, and themed outfits. The style change takes seconds, and the result is a series of photos with different looks. This makes work easier and faster for bloggers, cosplayers, and brands who need to quickly show options without the cost of production or clothing rental.
We give all new users $1 for registering. That’s enough for 100 fittings, so be sure to try Dress Factory!
Where I can use Dress Factory?
Dress Factory is useful for tasks where speed, variability, and realistic results are important.
Bloggers and social networks
Maria runs an Instagram account and spends a lot of time preparing content. She uploaded a portrait photo to Dress Factory and tried on five outfits in a row: an evening dress, a casual outfit, a tracksuit, and a themed set. The result was a series of photos for posts and stories, which took less than an hour to prepare.
Cosplay and costume selection
Alexey is into cosplay and checks outfits before having costumes made. In Dress Factory, he tried on the outfit of his chosen character, looked at how the colors and details looked, and only then ordered it to be made. This approach saves money and avoids mistakes.
Marketing and lookbook
The online clothing store tests the collection before production. The team uses Dress Factory: they upload photos of models and superimpose outfits on them. This helps to evaluate the style in advance, prepare advertising layouts, and show customers options without producing physical samples.
How is it works?
-
Go to Piper Playground
- Upload a full-length photo
-
Choose a ready-made style or create your own
-
Start generating and download the result
Dress Factory does not change the face—it only adds clothing. The algorithm takes into account light and perspective to make the clothing look natural.
How to use via API
Dress Factory is available through the Piper API, which allows virtual fitting to be integrated into websites, applications, and internal services. It is a convenient tool for marketplaces, online stores, and entertainment services that want to give users the opportunity to try on clothes in photos in real time.
- Generate an API key on Dress Factory page
- Insert the key and connect the pipeline to your service
For more information about connecting, please refer to the article on the Piper website and the documentation in Piper Academy.
Quality of results
Dress Factory precisely tailors clothing to the figure and preserves realistic fabric textures. Folds and seams match the curves of the body, shadows fall in line with the original lighting, and color and contrast are adjusted to match the photo so that no elements appear “out of place.”
This level of detail allows you to use the result on social media, websites, and in advertising materials.
Try it now
Dress Factory works right in your browser—no installation or complicated settings required. New users get access to over 40 styles for free.
Go to Piper Playground, upload a photo, and get a finished look in seconds.
FAQ
— Can I upload full-length photos?
— Yes, Dress Factory works correctly with both portraits and full-length photos.
— How much does a fitting cost?
— Each new user receives $1 on their balance upon registration. This is enough for about 100 looks.
— Does the face in the photo change?
— No, the algorithm only superimposes clothing. Facial features and background remain unchanged.
— Can Dress Factory be used for commercial purposes?
— Yes, the images are suitable for social media, catalogs, advertising, and presentations.
— Is there API access?
— Yes, Dress Factory can be connected to a website or application. Details
in the article on the Piper website and the documentation in Piper Academy.