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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.
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-Outfit-Design-Layout")
13
14prompt = "Add the design inside the red marked area."
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]Add the design inside the red marked area.1@misc{prithiv_sakthi_2026,
2 author = { Prithiv Sakthi },
3 title = { QIE-2511-Outfit-Design-Layout (Revision 990098f) },
4 year = 2026,
5 url = { https://huggingface.co/prithivMLmods/QIE-2511-Outfit-Design-Layout },
6 doi = { 10.57967/hf/7655 },
7 publisher = { Hugging Face }
8}