Instructions to use FireRedTeam/FireRed-Image-Edit-1.1 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Diffusers
How to use FireRedTeam/FireRed-Image-Edit-1.1 with Diffusers:
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("FireRedTeam/FireRed-Image-Edit-1.1", dtype=torch.bfloat16, device_map="cuda") prompt = "Turn this cat into a dog" 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] - Notebooks
- Google Colab
- Kaggle
| language: | |
| - en | |
| - zh | |
| license: apache-2.0 | |
| pipeline_tag: image-to-image | |
| library_name: diffusers | |
| arxiv: 2602.13344 | |
| <p align="center"> | |
| <a href="https://huggingface.co/FireRedTeam" target="_blank"><img alt="Hugging Face" src="https://img.shields.io/badge/%F0%9F%A4%97%20Hugging%20Face-FireRedTeam-ffc107?color=ffc107&logoColor=white" style="display: inline-block;"/></a> | |
| <a href="https://huggingface.co/FireRedTeam/FireRed-Image-Edit-1.1" target="_blank"><img alt="Hugging Face Model" src="https://img.shields.io/badge/%F0%9F%A4%97%20Hugging%20Face-FireRed--Image--Edit--1.1-red" style="display: inline-block;"/></a> | |
| <a href="https://huggingface.co/FireRedTeam/FireRed-Image-Edit-1.0" target="_blank"><img alt="Hugging Face Model" src="https://img.shields.io/badge/%F0%9F%A4%97%20Hugging%20Face-FireRed--Image--Edit--1.0-red" style="display: inline-block;"/></a> | |
| <a href="https://huggingface.co/FireRedTeam/FireRed-Image-Edit-LoRA-Zoo" target="_blank"><img alt="Hugging Face Model" src="https://img.shields.io/badge/%F0%9F%A4%97%20Hugging%20Face-FireRed--Image--Edit--LoRA--Zoo-red" style="display: inline-block;"/></a> | |
| <a href="https://huggingface.co/spaces/FireRedTeam/FireRed-Image-Edit-1.1" target="_blank"><img alt="HF Demo" src="https://img.shields.io/badge/%F0%9F%A4%97%20HF%20Demo-FireRed--Image--Edit--1.1-red" style="display: inline-block;"/></a> | |
| <a href="https://modelscope.cn/models/FireRedTeam/FireRed-Image-Edit-1.1" target="_blank"><img alt="ModelScope Model" src="https://img.shields.io/badge/%F0%9F%A4%96%20ModelScope-FireRed--Image--Edit--1.1-624aff" style="display: inline-block;"/></a> | |
| <a href="https://modelscope.cn/models/FireRedTeam/FireRed-Image-Edit-1.0" target="_blank"><img alt="ModelScope Model" src="https://img.shields.io/badge/%F0%9F%A4%96%20ModelScope-FireRed--Image--Edit--1.0-624aff" style="display: inline-block;"/></a> | |
| <a href="https://modelscope.cn/studios/FireRedTeam/FireRed-Image-Edit-1.1" target="_blank"><img alt="MS Demo" src="https://img.shields.io/badge/%F0%9F%A4%96%20MS%20Demo-FireRed--Image--Edit--1.1-624aff" style="display: inline-block;"/></a> | |
| <a href='https://github.com/FireRedTeam/FireRed-Image-Edit'><img src='https://img.shields.io/badge/GitHub-Code-black'></a> | |
| <a href='https://www.apache.org/licenses/LICENSE-2.0'><img src="https://img.shields.io/badge/license-Apache%202.0-blue" alt="License"></a> | |
| <a href="https://arxiv.org/abs/2602.13344" target="_blank"><img src="https://img.shields.io/badge/Report-b5212f.svg?logo=arxiv"></a> | |
| </p> | |
| <p align="center"> | |
| 🤗 <a href="https://huggingface.co/FireRedTeam/FireRed-Image-Edit-1.1">HuggingFace</a> | | |
| 🤖 <a href="https://modelscope.cn/models/FireRedTeam/FireRed-Image-Edit-1.1">ModelScope</a> | | |
| 🖥️ <a href="https://huggingface.co/spaces/FireRedTeam/FireRed-Image-Edit-1.1">Demo</a> | | |
| 📄 <a href="https://arxiv.org/abs/2602.13344">Technical Report</a> | |
| </p> | |
| <p align="center"> | |
| <img src="https://huggingface.co/FireRedTeam/FireRed-Image-Edit-1.0/resolve/main/assets/teaser.png" width="300"/> | |
| <p> | |
| ## 🔥 FireRed-Image-Edit-1.1 | |
| We introduce FireRed-Image-Edit-1.1, an upgrade to our general-purpose image editing foundation model. Building upon the capabilities presented in the FireRed-Image-Edit-1.0 Technical Report, version 1.1 significantly enhances identity consistency, multi-image conditioning, and domain-specialized editing performance, bringing the model closer to real-world creative production needs. | |
| ## ✨ Key Features | |
| #### Strong Editing Performance | |
| - 🆔 **State-of-the-Art Identity Consistency**: Open-source SOTA in character identity preservation, ensuring subjects remain recognizable across complex edits. | |
| - 🧩 **Multi-Element Fusion**: Freely combine 10+ elements with Agent-powered automatic cropping and stitching—no more struggles with short prompts. | |
| - 💄 **Comprehensive Portrait Makeup**: Dozens of styles from professional beauty retouching and yellow/olive skin tone brightening to Halloween witch makeup and creative looks. | |
| - 📝 **Text Style Reference**: Maintains high-fidelity typography and stylized text comparable to closed-source solutions. | |
| - 🖼️ **Professional Photo Restoration**: High-quality old photo repair and enhancement with superior detail recovery. | |
| #### Ultimate Engineering Optimization | |
| - 🔧 **Open LoRA Training Ecosystem:** Full training code released for custom style creation, optimized samplers maximize GPU efficiency for identical tasks, sizes, and input counts. | |
| - ⚡ **Extreme Speed Optimization**: Complete acceleration suite featuring distillation, quantization, and static compilation—delivering 4.5s end-to-end generation with just 30GB VRAM | |
| - 🤖 **Intelligent Agent Workflow**: Automatic multi-image processing handles complex compositions like virtual try-on without requiring lengthy prompt engineering | |
| - 🔌 **Universal Deployment**: Native ComfyUI node support and GGUF lightweight format compatibility for seamless production integration | |
| ## 🎨 Showcase | |
| Some real outputs produced by FireRed-Image-Edit across general editing. | |
| ### Portrait([More Cases](https://github.com/FireRedTeam/FireRed-Image-Edit/blob/main/docs/portrait_en.md) | [更多结果](https://github.com/FireRedTeam/FireRed-Image-Edit/blob/main/docs/portrait_cn.md)) | |
| <p align="center"> | |
| <a href="https://github.com/FireRedTeam/FireRed-Image-Edit/raw/main/assets/showcase_portrait.png"> | |
| <img src="https://github.com/FireRedTeam/FireRed-Image-Edit/raw/main/assets/showcase_portrait.jpg" width="800"/> | |
| </a> | |
| <p> | |
| ### Multi-image-fusion([More Cases](https://github.com/FireRedTeam/FireRed-Image-Edit/blob/main/docs/multi_image.md) | |
| <p align="center"> | |
| <img src="https://github.com/FireRedTeam/FireRed-Image-Edit/raw/main/assets/showcase_multi_fusion.png" width="800"/> | |
| <p> | |
| ### Makeup([Lora](https://huggingface.co/FireRedTeam/FireRed-Image-Edit-LoRA-Zoo/blob/main/FireRed-Image-Edit-Makeup.safetensors)) | |
| <p align="center"> | |
| <img src="https://github.com/FireRedTeam/FireRed-Image-Edit/raw/main/assets/showcase_makeup.jpg" width="800"/> | |
| <p> | |
| ### Text Style Reference([Lora](https://huggingface.co/FireRedTeam/FireRed-Image-Edit-LoRA-Zoo/blob/main/FireRed-Image-Edit-Covercraft.safetensors))([More Cases](https://github.com/FireRedTeam/FireRed-Image-Edit/blob/main/docs/text.md)) | |
| <p align="center"> | |
| <img src="https://github.com/FireRedTeam/FireRed-Image-Edit/raw/main/assets/showcase_mult_text.png" width="800"/> | |
| <p> | |
| ## 🏆 Evaluation Results | |
| FireRed-Image-Edit establishes a new state-of-the-art among open-source models on Imgedit, Gedit, and RedEdit, while surpassing our closed-source competitors in specific dimensions—a distinction further corroborated by human evaluations highlighting its superior prompt following and visual consistency. | |
| <p align="center"> | |
| <img src="https://github.com/FireRedTeam/FireRed-Image-Edit/raw/main/assets/eval_benchmark.png" width="800"/> | |
| <p> | |