Virtual try-on

Any2AnyTryon

An all-round FLUX-based apparel toolkit: try-on, generating a model wearing a given item, and "taking off" an item from a person into a separate product photo.

Developer
Beijing University of Posts and Telecommunications and others, China
First release
Feb 2025
Latest release
Feb 2025
Sizes
add-ons (LoRA) for FLUX.1 dev 12B
License
Non-commercial onlyLicense not stated; runs on top of FLUX.1 [dev] with a non-commercial license
Running
On your own serverNeeds a GPU
Industries
Retail and marketplaces, Marketing and content
Deploy on your server Hugging Face GitHub

What it does

  • Try-on from a product photo
  • Photo of a model wearing an item from a text description
  • Clean product photo extracted from a shot of a person

Where it is used

Online apparel retailMarketplacesContent teams

Hardware requirements

LaptopLaptop or regular PC, up to 8 GB of VRAM — smaller versions
no versions
1 GPUOne GPU with 16–80 GB — mid-size versions
fits
ClusterServer with several GPUs — flagship versions
no versions

Versions

  1. Any2AnyTryon (набор LoRA)

How to run it

On your own serverWeights are downloaded from Hugging Face and served with vLLM (load and API) or llama.cpp (modest hardware). The model then runs in a closed network with no per-request fees.Hugging Face
How much hardware you needCalculate the VRAM for the model size, context length and number of concurrent requests.Open the hardware calculator

I can set this up end to end: pick the model size, deploy it on your server and connect it to your systems.

Frequently asked questions

Can Any2AnyTryon be used in a commercial project?

No. License: License not stated; runs on top of FLUX.1 [dev] with a non-commercial license. A commercial product needs a different model or a separate agreement with the rights holder.

What hardware does Any2AnyTryon need?

At minimum: One GPU with 16–80 GB — mid-size versions. Without a GPU the model is not practical. You can calculate the exact VRAM for your model size and context in the hardware calculator.

Does Any2AnyTryon support Russian?

Language does not matter for this model: it does not work with text.

Where can I download Any2AnyTryon and what does it cost?

The Any2AnyTryon weights are open and free to download. You only pay for the hardware it runs on and for the setup. Source links are at the bottom of this page.

How I deploy it for clients

  1. SelectionI pick the model size for your task and hardware and test it on your examples.
  2. DeploymentI deploy it on your server or in a closed network and provide an API.
  3. Fine-tuningI fine-tune it on your data (LoRA) or connect a knowledge base — whichever is cheaper for the task.
  4. IntegrationI connect it to your CRM, ERP, bot, website or team chat and set up monitoring.

Similar models

Virtual try-onOmniTryKunbyte AI · ChinaCommercial use with conditions

Try-on beyond clothing: glasses, earrings, bags, hats, watches and other accessories. Works without a mask. Needs a GPU with 28 GB or more.

DetailsVirtual try-onFastFitLavieAI and Sun Yat-sen University · ChinaNon-commercial only

Tries on several items at once: top, bottom, shoes, bag. Faster than earlier models thanks to caching. Non-commercial license.

DetailsImage generationFLUXBlack Forest Labs · GermanyCommercial use with conditions

Image generation from the creators of Stable Diffusion. Renders text in images well and keeps the composition.

Details

Source: huggingface.co/api/models/loooooong/Any2anyTryon. Data checked against the model card on 22 Sep 2026. Have a lawyer review the license before commercial launch.