Comfyui_Object_Migration

Comfyui_Object_Migration
★ 787

稳定扩散对象一致性ControlNet集成DIT与潜空间引导
基于Stable Diffusion的实验性节点,通过ControlNet、DIT与潜空间引导流程,在图像内实现同一对象或角色的高一致性渲染。
💡 用于在单张图内保持同一角色或物体的高度一致性生成。
🍴 36 Forks💻 Python🔄 2024-11-20
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https://pan.quark.cn/s/a1f1f564f19c
Example 1
Example 2
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📄 README

Migration Kit Overview

Contact Me

| Platform | Details |

|—————|————————————————————————-|

| QQ Group | 571587838 |

| Bilibili | Homepage |

| Civitai | ttplanet |

| WeChat | tangtuanzhuzhu |


Project Introduction

This experimental project focuses on leveraging Stable Diffusion (SD) models for high-consistency object and character rendering. The methodology integrates advanced workflows such as ControlNet, DIT model, and latent-guided processes for superior control and consistency.


Modules

1. Clothing Migration Kit

Model Download: Clothing Migration LoRA

workflow Download: Cloth workflow

| Feature | Description |

|———————————|—————————————————————————–|

| Consistent Clothing Migration | Transfer clothing styles across reference images with high accuracy. |

| Cartoon to Realism Conversion | Seamlessly convert cartoon clothing to realistic styles and vice versa. |

| Creative Design Control | Adjust clothing similarity via weights to inspire creativity. |

Image Examples:

| | |

|————————————————————————————————|———————————————————————————————–|

2. 3D Figure Kit

Model Download: 3D Figure LoRA

workflow Download: Figure workflow

| Feature | Description |

|———————————-|———————————————————————————|

| 3D Conversion | Transform 2D character designs into 3D printable figurines. |

| Pose Customization | Adjust poses, expressions, and other dynamic features to suit your design needs.|

| Material and Texture Enhancements | Ensure high fidelity in textures and details for professional-grade outputs. |

Image Examples:

| | |

|————————————————————————————————|———————————————————————————————–|


Future Plans

| Task | Details |

|——————————–|——————————————————-|

| Transfer Distinct Features | Improve the migration of objects with unique attributes.|

| Complex Pattern Handling | Develop models to manage intricate designs. |

| Face Transfer | Implement face style migrations. |

| 3D Enhancements | Introduce automated rigging and advanced pose control for 3D figures. |

| Community Ideas | Incorporate suggestions and use cases shared by users. |


How to Use

| Step | Details |

|—————-|———————————————————————————————-|

| 1. Install | Install ComfyUI and required custom nodes. |

| 2. Download | Obtain the models from the Hugging Face Project. |

| 3. Load | Load the selected model into ComfyUI. |

| 4. Workflow | Use the provided workflow examples for your application. |


Dependencies

| Node | Link |

|—————–|——————————————————————————————|

| TTP Toolset | ComfyUI_TTP_Toolset |

| Tag Node | ComfyUI_JC2 |

| Alimama Flux| Alimama_flux_inpaint |

Note: Ensure sufficient VRAM for high-complexity workflows. Use optimization tools like FluxExt-MZ if needed.


Contribute

Contributions and suggestions are welcome! Open an issue or submit a pull request with your ideas.