ComfyUI DreamOmni2 Node

ComfyUI DreamOmni2 Node

A custom node for ComfyUI that integrates DreamOmni2 for image generation and editing with multi-modal understanding.

✨ Features

• 🎨 Image Generation: Create images from 1-3 reference images with VLM-guided prompts
• ✏️ Image Editing: Edit source images using reference images and natural language instructions
• 🧠 VLM Integration: Qwen2.5-VL model for intelligent prompt understanding
• 💾 Memory Optimized: INT8 quantization + CPU offload for efficient inference
• ⚡ FLUX-based: Built on FLUX.1-Kontext-dev architecture

🔧 Node List

Core Nodes

• RunningHub DreamOmni2 Gen Pipeline: Load generation pipeline with LoRA weights
• RunningHub DreamOmni2 Edit Pipeline: Load editing pipeline with LoRA weights
• RunningHub DreamOmni2 Generator: Generate images from reference images and prompts
• RunningHub DreamOmni2 Editor: Edit images using source and reference images

🚀 Quick Installation

Step 1: Install the Node

# Navigate to ComfyUI custom_nodes directory
cd ComfyUI/custom_nodes/

# Clone the repository
git clone https://github.com/HM-RunningHub/ComfyUI_RH_DreamOmni2.git
cd ComfyUI_RH_DreamOmni2

# Install dependencies
pip install -r requirements.txt

Step 2: Download Required Models

Download and place models in the following structure:

ComfyUI/models/
├── flux/
│   └── FLUX.1-Kontext-dev/
│       ├── transformer/
│       ├── vae/
│       ├── text_encoder/
│       └── text_encoder_2/
└── DreamOmni2/
    ├── gen_lora/
    │   └── pytorch_lora_weights.safetensors
    ├── edit_lora/
    │   └── pytorch_lora_weights.safetensors
    └── vlm-model/
        ├── config.json
        ├── model.safetensors
        └── ...

Model Downloads:

• FLUX.1-Kontext-dev: black-forest-labs/FLUX.1-Kontext-dev
• DreamOmni2 Models: xiabs/DreamOmni2

Quick Download:

# Download DreamOmni2 models (gen_lora, edit_lora, vlm-model)
huggingface-cli download --resume-download --local-dir-use-symlinks False \
    xiabs/DreamOmni2 --local-dir ComfyUI/models/DreamOmni2

# Download FLUX.1-Kontext-dev
huggingface-cli download --resume-download --local-dir-use-symlinks False \
    black-forest-labs/FLUX.1-Kontext-dev --local-dir ComfyUI/models/flux/FLUX.1-Kontext-dev

Restart ComfyUI after installation.

📖 Usage

Image Generation Workflow

[RunningHub DreamOmni2 Gen Pipeline] → [RunningHub DreamOmni2 Generator] → [Save/Preview Image]
                                              ↑
                                    [Load Image (Ref 1-3)]

Generator Parameters:

• ref_image: Primary reference image (required)
• ref_image_2, ref_image_3: Additional reference images (optional)
• prompt: Natural language instruction describing the desired output
• width, height: Output image dimensions (default: 1024×1024)
• num_inference_steps: Denoising steps (default: 30)
• guidance_scale: CFG scale (default: 3.5)
• seed: Random seed for reproducibility

Image Editing Workflow

[RunningHub DreamOmni2 Edit Pipeline] → [RunningHub DreamOmni2 Editor] → [Save/Preview Image]
                                              ↑
                                    [Load Image (Source + Ref)]

Editor Parameters:

• src_image: Source image to edit (required)
• ref_image: Reference image for style/content (required)
• prompt: Natural language editing instruction
• num_inference_steps: Denoising steps (default: 30)
• guidance_scale: CFG scale (default: 3.5)
• seed: Random seed for reproducibility

Example Prompts

Generation:

• "Create an anime-style portrait with blue hair and golden eyes"
• "Generate a cyberpunk cityscape at night with neon lights"

Editing:

• "Change the hair color to red while keeping the face"
• "Add sunglasses and a leather jacket to the person"

🛠️ Technical Requirements

• GPU: 18GB+ VRAM
• RAM: 64GB+ recommended
• CUDA: Required for optimal performance

⚠️ Important Notes

• Model Paths: Models must be placed in ComfyUI/models/ directory
• CPU Offload: Automatically enabled for memory optimization
• INT8 Quantization: Applied to transformer for 12GB VRAM support
• VLM Processing: The VLM model automatically enhances your prompt before generation
• All model files must be downloaded before first use

📄 License

This project is licensed under the Apache License 2.0.

🔗 References

• DreamOmni2 Official Repository
• DreamOmni2 Models
• FLUX.1-Kontext-dev
• Qwen2.5-VL
• ComfyUI

🙏 Credits

Developed by @HM-RunningHub

Based on the original DreamOmni2 project by dvlab-research.

⭐ Citation

If you find this project useful, please consider citing the original DreamOmni2 paper:

@article{dreamomni2,
  title={DreamOmni2: Multimodal Instruction-based Editing and Generation},
  author={Xia, Bin and others},
  journal={arXiv preprint},
  year={2025}
}

About

ComfyUI custom nodes for DreamOmni2 image generation and editing

License

Apache-2.0 license