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.
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.
Workflow with LLM — upload 3 images and the LLM auto-generates the prompt
Python (fal-client)
python
1import fal_client
23result = fal_client.submit(4"fal-ai/flux-2/klein/9b/base/edit/lora",5 arguments={6"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.",7"image_urls":[8"https://your-person-image.png",# 1st: person9"https://your-top-image.png",# 2nd: top garment10"https://your-bottom-image.png",# 3rd: bottom garment11],12"loras":[{13"path":"YOUR_LORA_WEIGHTS_URL",14"scale":1.0,15}],16"num_inference_steps":28,17"guidance_scale":2.5,18}19).get()2021print(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
Full showcase - 22 outfits
22 outfits across men and women with diverse clothing styles.
