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Sponsored by
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fal / flux-klein-9b-virtual-tryon-lora
Model's Last Updated: February 25 2026
image-to-image
Introduction of flux-klein-9b-virtual-tryon-lora
Model Details of 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
Highlights
| Feature | Details |
|---|---|
| Base Model | Flux Klein 9b Edit |
| Input | 3 images: person + top garment + bottom garment |
| Output | Person wearing the specified outfit |
| Resolution | Up to 1024px |
| Clothing Types | T-shirts, hoodies, jackets, jeans, skirts, pants, shorts |
| Works With | Men and women, various body types and poses |
Examples
Woman — Graphic Tee + Distressed Jeans
Woman — Varsity Jacket + Cargo Shorts
Man — NASA Tee + Japanese Joggers
Man — Flight Bomber Jacket + Patchwork Jeans
Man — Polaroid Camera Tee + Striped Trousers
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:
| Position | Image | Description |
|---|---|---|
| 1st | Person / Mannequin | The person to dress |
| 2nd | Top garment | T-shirt, hoodie, jacket, etc. |
| 3rd | Bottom garment | Jeans, pants, skirt, shorts, etc. |
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:
| File | Use with |
|---|---|
flux-klein-tryon.safetensors
|
fal.ai API / diffusers |
flux-klein-tryon-comfy.safetensors
|
ComfyUI |
Recommended Settings
| Parameter | Value |
|---|---|
num_inference_steps
|
28 |
guidance_scale
|
2.5 |
lora_scale
|
1.0 |
Usage
Try It Online
The easiest way to try this model:
- Playground (direct) — upload 3 images and write the prompt yourself
- Workflow with LLM — 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
TRYONmust be at the start of the prompt -
Keep
lora_scaleat 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
22 outfits across men and women with diverse clothing styles.
Author
Created by Lovis Odin at fal.ai
Runs of fal flux-klein-9b-virtual-tryon-lora on huggingface.co
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24-hour runs
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3-day runs
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30-day runs
More Information About flux-klein-9b-virtual-tryon-lora huggingface.co Model
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Other API from fal
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