avisw/flux-klein-9b-virtual-tryon-lora

Flux Klein 9b Virtual Try-On LoRA

Virtual clothing try-on LoRA for Flux Klein 9b Edit. Given a person image and clothing reference images, generates a realistic result of the person wearing the specified outfit.

3 input images (person, top, bottom) → 1 output with the person wearing the clothes.

Built with fal.ai

Try it now:

• —Playground (direct) — upload your images and run the model
• —Workflow with LLM — auto-generates the prompt for you

Results

<p align="center"> <img src="showcase_demo.gif" alt="Virtual Try-On Showcase" width="480"/> </p>

Highlights

Examples

Woman — Graphic Tee + Distressed Jeans

<p align="center"> <img src="outfit01single.gif" alt="Try-on example - woman graphic tee" width="360"/> </p>

Woman — Varsity Jacket + Cargo Shorts

<p align="center"> <img src="outfit13single.gif" alt="Try-on example - woman varsity" width="360"/> </p>

Man — NASA Tee + Japanese Joggers

<p align="center"> <img src="outfit22single.gif" alt="Try-on example - man streetwear" width="360"/> </p>

Man — Flight Bomber Jacket + Patchwork Jeans

<p align="center"> <img src="outfit37single.gif" alt="Try-on example - man bomber jacket" width="360"/> </p>

Man — Polaroid Camera Tee + Striped Trousers

<p align="center"> <img src="outfit32single.gif" alt="Try-on example - man casual smart" width="360"/> </p>

Example images shown on this page were generated using Nano Banana Pro and are not part of the training data.

Prompt Format

TRYON [person description]. Replace the outfit with [top description] and [bottom description] as shown in the reference images. The final image is a full body shot.

Image Input Order

The model expects 3 reference images in this specific order:

Prompt Examples

TRYON young woman with long dark wavy hair, standing casually. Replace the outfit
with black oversized t-shirt with Japanese kanji and neon pink Tokyo skyline graphic
and heavily distressed ripped light blue denim jeans as shown in the reference images.
The final image is a full body shot.

TRYON young man with medium blonde wavy hair, standing casually. Replace the outfit
with black oversized t-shirt with holographic silver NASA space logo and black jogger
sweatpants with white Japanese characters as shown in the reference images.
The final image is a full body shot.

Weights

Two versions of the LoRA weights are provided:

Recommended Settings

Usage

Try It Online

The easiest way to try this model:

• —[Playground (direct)](https://fal.ai/models/fal-ai/flux-2/klein/9b/base/edit/lora?share=6010a961-502a-437a-974f-88c48730bf5d) — upload 3 images and write the prompt yourself
• —[Workflow with LLM](https://fal.ai/workflows/lovis/workflow-flux-klein-9b-virtual-tryon?view=playground) — upload 3 images and the LLM auto-generates the prompt

Python (fal-client)

import fal_client

result = fal_client.submit(
    "fal-ai/flux-2/klein/9b/base/edit/lora",
    arguments={
        "prompt": "TRYON young woman with long dark hair, standing casually. Replace the outfit with red hoodie and blue jeans as shown in the reference images. The final image is a full body shot.",
        "image_urls": [
            "https://your-person-image.png",    # 1st: person
            "https://your-top-image.png",        # 2nd: top garment
            "https://your-bottom-image.png",     # 3rd: bottom garment
        ],
        "loras": [{
            "path": "YOUR_LORA_WEIGHTS_URL",
            "scale": 1.0,
        }],
        "num_inference_steps": 28,
        "guidance_scale": 2.5,
    }
).get()

print(result["images"][0]["url"])

Tips for Best Results

• —Describe the person accurately in the prompt (hair, pose, body type)
• —Describe the clothing in detail (color, pattern, style, material)
• —Full body shots work best — mention "full body shot" in the prompt
• —Clean backgrounds on input images improve results
• —Consistent lighting across the 3 input images helps
• —The trigger word TRYON must be at the start of the prompt
• —Keep lora_scale at 1.0 for best results
• —Works with both photographic and AI-generated input images

Training

• —Base Model: Flux Klein 9b Edit
• —Steps: 2000
• —Learning Rate: 5e-05
• —Platform: fal.ai

Full Showcase

<p align="center"> <img src="full_showcase.gif" alt="Full showcase - 22 outfits" width="360"/> </p>

22 outfits across men and women with diverse clothing styles.

Author

Created by Lovis Odin at fal.ai