---
license: apache-2.0
language:
- en
base_model:
- Qwen/Qwen-Image-Edit-2511
pipeline_tag: image-to-image
library_name: diffusers
tags:
- lora
- art
- design-layout
---

![1](https://cdn-uploads.huggingface.co/production/uploads/65bb837dbfb878f46c77de4c/eydVrqZI72tfp31yUIutl.png)
![2](https://cdn-uploads.huggingface.co/production/uploads/65bb837dbfb878f46c77de4c/q_-5Jtu7zXX-k2TPs-VOU.png)

# **QIE-2511-Outfit-Design-Layout**

> **QIE-2511-Outfit-Design-Layout** is an adapter LoRA developed for Qwen’s **Qwen-Image-Edit-2511** image-to-image model, designed to accurately add outfit elements or design layouts into a specified region of an image. The model inserts new designs inside the marked area while preserving the surrounding scene, ensuring consistency in texture, lighting, shadows, and perspective. It excels at seamless design placement without visible artifacts, edge distortion, or style mismatch, producing natural and realistic edits that retain the original image quality.

## **Quick Start with Diffusers**

> Compatible with versions **2509** and **2511**.

```bash
pip install -U diffusers transformers accelerate
```

```python
import torch
from diffusers import DiffusionPipeline
from diffusers.utils import load_image

# Switch to "mps" for Apple devices
pipe = DiffusionPipeline.from_pretrained(
    "Qwen/Qwen-Image-Edit-2511",
    dtype=torch.bfloat16,
    device_map="cuda"
)

pipe.load_lora_weights("prithivMLmods/QIE-2511-Outfit-Design-Layout")

prompt = "Add the design inside the red marked area."

input_image = load_image(
    "https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/diffusers/cat.png"
)

image = pipe(image=input_image, prompt=prompt).images[0]
```

**Trained on [ModelScope.cn](https://modelscope.cn)**

## **Trigger Prompt**

Use the following prompt to activate the outfit or design layout insertion behavior:

```
Add the design inside the red marked area.
```

## **Download Model**

You can download the model files from the **Files & versions** tab:
[Download](https://huggingface.co/prithivMLmods/QIE-2511-Outfit-Design-Layout/tree/main) 

```bitex
@misc{prithiv_sakthi_2026,
	author       = { Prithiv Sakthi },
	title        = { QIE-2511-Outfit-Design-Layout (Revision 990098f) },
	year         = 2026,
	url          = { https://huggingface.co/prithivMLmods/QIE-2511-Outfit-Design-Layout },
	doi          = { 10.57967/hf/7655 },
	publisher    = { Hugging Face }
}
```