QIE-2511-Zoom-Master

QIE-2511-Zoom-Master is an adapter LoRA developed for Qwen’s Qwen-Image-Edit-2511 image-to-image model, designed to perform precise, high-quality zoom-in transformations on selected regions of an image. The model focuses on the highlighted area and enhances local detail, clarity, and composition while maintaining visual consistency with the original scene. It preserves textures, lighting, colors, and perspective during zoom operations, producing sharp, natural-looking close-ups without distortion or artifacts.

Quick Start with Diffusers

Compatible with versions 2509 and 2511.

pip install -U diffusers transformers accelerate

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-Zoom-Master")

prompt = "Zoom into the red highlighted 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]

Sample Inferences (Zoom In)

Input Image	Edit Prompt	Output Image
	Zoom into the red highlighted area.

Trained on ModelScope.cn

Trigger Prompt

Use the following prompt to activate the zoom behavior:

Zoom into the red highlighted area.

Download Model

You can download the model files from the Files & versions tab: Download

@misc{prithiv_sakthi_2026,
    author       = { Prithiv Sakthi },
    title        = { QIE-2511-Zoom-Master (Revision aa3fda3) },
    year         = 2026,
    url          = { https://huggingface.co/prithivMLmods/QIE-2511-Zoom-Master },
    doi          = { 10.57967/hf/7630 },
    publisher    = { Hugging Face }
}