ComfyDeploy: How ComfyUI_AnyDoor works in ComfyUI?

ComfyUI_AnyDoor

You can using AnyDoor in comfyUI，you can change the clothes of the characters and move the position of the objects in the picture

AnyDoor origin From: AnyDoor

Tips：
At present, there is no good adaptation node for the injection of object mask positions, so we will add one later.
If you have pre downloaded the model, you don't need to install the modelscope library

英文阅读慢的，请看中文说明

My ComfyUI node list：

1、ParlerTTS node:ComfyUI_ParlerTTS
2、Llama3_8B node:ComfyUI_Llama3_8B
3、HiDiffusion node：ComfyUI_HiDiffusion_Pro
4、ID_Animator node： ComfyUI_ID_Animator
5、StoryDiffusion node：ComfyUI_StoryDiffusion
6、Pops node：ComfyUI_Pops
7、stable-audio-open-1.0 node ：ComfyUI_StableAudio_Open
8、GLM4 node：ComfyUI_ChatGLM_API
9、CustomNet node：ComfyUI_CustomNet
10、Pipeline_Tool node :ComfyUI_Pipeline_Tool
11、Pic2Story node :ComfyUI_Pic2Story
12、PBR_Maker node:ComfyUI_PBR_Maker
13、ComfyUI_Streamv2v_Plus node:ComfyUI_Streamv2v_Plus
14、ComfyUI_MS_Diffusion node:ComfyUI_MS_Diffusion
15、ComfyUI_AnyDoor node: ComfyUI_AnyDoor
16、ComfyUI_Stable_Makeup node: ComfyUI_Stable_Makeup
17、ComfyUI_EchoMimic node: ComfyUI_EchoMimic
18、ComfyUI_FollowYourEmoji node: ComfyUI_FollowYourEmoji

1.Installation

In the ./ComfyUI /custom_node directory, run the following:

git clone https://github.com/smthemex/ComfyUI_AnyDoor.git

or using ComfyUI-Manager

2.requirements

pip install -r requirements.txt

if miss any modules,rename "for_modules_miss_requirements.txt" to requirements.txt
and pip install -r requirements.txt
or just "pip install missing module"

3 Required models

model 1：

<online> The first use will automatically download the model, but the "Pruned" model is not on the huggingface server, so there is a "modelscope" (魔搭)library in the requirements, which will reference the use of the modelscope library to download the corresponding "Pruned" model <offline>

--using "origin" model download "epoch=1-step=8687.ckpt"(16.8G) : link
or
--using "pruned" model download "epoch=1-step=8687-pruned.ckpt"(4.9G) : link

model 2：

<online> The model is not stored on the huggingface, you can find it at the following two URLs.The first use will automatically download the model from “modelscope” <offline>

--download "dinov2_vitg14_pretrain.pth"(4.5G) :link
or
--download "dinov2_vitg14_pretrain.pth"(4.5G) :link

--The file storage address is as follows:

├── ComfyUI/models/
|      ├──anydoor/
|             ├── dinov2_vitg14_pretrain.pth
|             ├── epoch=1-step=8687.ckpt  (origin)
|             ├── epoch=1-step=8687-pruned.ckpt  (pruned)

4 Using

4.1 Image and image_mask are the objects you want to transfer, while bg_image and bg_mask are the background of the image, which is the main image;
4.2 Seed is currently invalid;
Although the built-in mask of comfyUI can also be used, I still recommend using Seg or Sam;
4.4 If there is not enough graphics memory, you can consider enabling save_memory;
4.5 useInteractive_seg will process the mask again, unless you are a hand animation mask, it is generally not recommended to open it;
4.6 The maximum model training size is 768 * 768, so it is not recommended to use oversized images for image training;
4.7 The workflow file is located in the examples folder;
4.8 When inputting the mask image, please make sure that the selection you want to replace is whiter.

5 Example

change cloth using SAM...

change cloth using normal mask...

Citation

特别致谢：青龍聖者@bdsqlsz 的“poch=1-step=8687-pruned.ckpt” 模型

AnyDoor

@article{chen2023anydoor,
  title={Anydoor: Zero-shot object-level image customization},
  author={Chen, Xi and Huang, Lianghua and Liu, Yu and Shen, Yujun and Zhao, Deli and Zhao, Hengshuang},
  journal={arXiv preprint arXiv:2307.09481},
  year={2023}
}

Citing DINOv2

@misc{oquab2023dinov2,
  title={DINOv2: Learning Robust Visual Features without Supervision},
  author={Oquab, Maxime and Darcet, Timothée and Moutakanni, Theo and Vo, Huy V. and Szafraniec, Marc and Khalidov, Vasil and Fernandez, Pierre and Haziza, Daniel and Massa, Francisco and El-Nouby, Alaaeldin and Howes, Russell and Huang, Po-Yao and Xu, Hu and Sharma, Vasu and Li, Shang-Wen and Galuba, Wojciech and Rabbat, Mike and Assran, Mido and Ballas, Nicolas and Synnaeve, Gabriel and Misra, Ishan and Jegou, Herve and Mairal, Julien and Labatut, Patrick and Joulin, Armand and Bojanowski, Piotr},
  journal={arXiv:2304.07193},
  year={2023}
}

@misc{darcet2023vitneedreg,
  title={Vision Transformers Need Registers},
  author={Darcet, Timothée and Oquab, Maxime and Mairal, Julien and Bojanowski, Piotr},
  journal={arXiv:2309.16588},
  year={2023}
}

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