---
title: QIE-2511-Extract-Outfit
canonical_url: "https://www.modelscope.cn/models/prithivMLmods/QIE-2511-Extract-Outfit"
md_url: "https://www.modelscope.cn/models/prithivMLmods/QIE-2511-Extract-Outfit.md"
repository: prithivMLmods/QIE-2511-Extract-Outfit
last_updated: 2026-01-26
license: apache-2.0
pipeline_tag: image-to-image
tasks:
  - image-to-image
base_model:
  - Qwen/Qwen-Image-Edit-2511
base_model_relation: adapter
parameters: 589.8M
tensor_type:
  - BF16
library_name:
  - pytorch
  - lora
  - safetensors
frameworks:
  - pytorch
language:
  - en
supports_inference: img2img
downloads: 258
stars: 3
tags:
  - lora
  - art
  - extract-outfit
---

# QIE-2511-Extract-Outfit

> QIE-2511-Extract-Outfit - prithivMLmods 在 ModelScope 开源的模型。[!note] Note: The input image should be well defined. If you upload a half-cropped or semi-cropped image, only that region will be extracted as the mockup.

prithivMLmods/QIE-2511-Extract-Outfit 是 ModelScope 魔搭社区上的 589.8M 参数image-to-image模型，采用 apache-2.0 许可，基于 Qwen/Qwen-Image-Edit-2511 构建，并支持在线推理（img2img）。

- **Repository**: prithivMLmods/QIE-2511-Extract-Outfit
- **License**: apache-2.0
- **Tasks**: image-to-image
- **Parameters**: 589.8M
- **Base model**: Qwen/Qwen-Image-Edit-2511
- **Online inference**: img2img
- **Tags**: lora, art, extract-outfit
- **Downloads**: 258
- **Stars**: 3
- **Last updated**: 2026-01-26

Source: https://www.modelscope.cn/models/prithivMLmods/QIE-2511-Extract-Outfit

---

![1](https://cdn-uploads.huggingface.co/production/uploads/65bb837dbfb878f46c77de4c/um-RZahjAdKvqwnxc5TVT.png)
![2](https://cdn-uploads.huggingface.co/production/uploads/65bb837dbfb878f46c77de4c/hvGgxaEZ-YeEtYdn84uU1.png)
![3](https://cdn-uploads.huggingface.co/production/uploads/65bb837dbfb878f46c77de4c/-OlmqhUJJ_Q3pjLNmaErY.png)

> [!note]
Note: The input image should be well defined. If you upload a half-cropped or semi-cropped image, only that region will be extracted as the mockup.

# **QIE-2511-Extract-Outfit**

> **QIE-2511-Extract-Outfit** is an adapter LoRA developed for Qwen’s **Qwen-Image-Edit-2511** image-to-image model, designed to precisely extract clothing from images and convert it into a clean, flat mockup. The model intelligently separates garments from the subject while preserving original fabric details, textures, colors, stitching, and patterns. It removes the body, pose, and background influence, producing a studio-style flat outfit layout suitable for fashion design, catalogs, and product visualization, with minimal artifacts and high visual fidelity.

## **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-Extract-Outfit")

prompt = "Extract the clothing and create a flat mockup."

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 extraction behavior:

```
Extract the clothing and create a flat mockup.
```

## **Download Model**

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

```bitex
@misc{prithiv_sakthi_2026,
	author       = { Prithiv Sakthi },
	title        = { QIE-2511-Extract-Outfit (Revision dc0f473) },
	year         = 2026,
	url          = { https://huggingface.co/prithivMLmods/QIE-2511-Extract-Outfit },
	doi          = { 10.57967/hf/7646 },
	publisher    = { Hugging Face }
}
```