Huhu Try-on Turbo:
The Fastest Virtual Try-On for Any Outfit on Any Person

   

HuHu Try-on Turbo is a timestep- and guidance-distilled Rectified Flow Transformer
that delivers high-fidelity try-on results at 1024×768 resolution in 1 second^*,
without compromising visual quality.

You can not only use your own garments but also upload your own model photos for generation.
After uploading a garment image, please select the corresponding clothing type.
Please ensure that any images you upload (e.g., model photos) do not infringe third-party rights.

Key highlights driving our model's exceptional speed and fidelity include:

• Parallel DiT architecture with 16-channel VAE, enabling maximum garment fidelity and fine detail retention
• CFG-augmented consistency distillation, allowing generation in as few as 8 inference steps without needing CFG during inference
• Enhanced dilated clothing-agnostic masking strategy, resulting in more accurate garment outlines
• Trained on 1M+ proprietary garment-image pairs, spanning flatlays, model-to-model scenarios, and a wide diversity of garment types

^*Please note that “1 second” refers to the try-on generation’s actual processing time. In pactice, additional pre-processing is applied to the model image with computing intermediate representations, and it may add to the overall latency.
However, these pre-processing overheads can be largely optimized with caching, and deliver a near real-time experience in applications.