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[!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 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.
Compatible with versions 2509 and 2511.
pip install -U diffusers transformers accelerate1import torch
2from diffusers import DiffusionPipeline
3from diffusers.utils import load_image
4
5# Switch to "mps" for Apple devices
6pipe = DiffusionPipeline.from_pretrained(
7 "Qwen/Qwen-Image-Edit-2511",
8 dtype=torch.bfloat16,
9 device_map="cuda"
10)
11
12pipe.load_lora_weights("prithivMLmods/QIE-2511-Extract-Outfit")
13
14prompt = "Extract the clothing and create a flat mockup."
15
16input_image = load_image(
17 "https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/diffusers/cat.png"
18)
19
20image = pipe(image=input_image, prompt=prompt).images[0]Extract the clothing and create a flat mockup.1@misc{prithiv_sakthi_2026,
2 author = { Prithiv Sakthi },
3 title = { QIE-2511-Extract-Outfit (Revision dc0f473) },
4 year = 2026,
5 url = { https://huggingface.co/prithivMLmods/QIE-2511-Extract-Outfit },
6 doi = { 10.57967/hf/7646 },
7 publisher = { Hugging Face }
8}