大家好我是小王同学！！！

在数字艺术领域，图像反推和临摹一直是艺术家的挑战。现在，ComfyUI的Flux功能结合JoyCaption(S&NSFW)最全部署指南，利用LLM技术，为你提供强大的图像反推和临摹支持。

Flux超强图像反推：捕捉细节，提升创造力 ComfyUI的Flux功能，以其超强图像反推能力而备受关注。无论你是艺术家、设计师还是摄影爱好者，Flux都能帮助你捕捉图像中的每一个细节，提升你的创造力。
JoyCaption(S&NSFW)最全部署指南：临摹提示，激发灵感 JoyCaption(S&NSFW)最全部署指南，为用户提供全面的临摹提示。无论你是初学者还是专业人士，都能从中获得灵感和指导，让你的作品更加出色。

Joy Caption简介

在之前的文章中已经介绍了当前优秀的图像反推提示语模型：Joy Caption。Joy Caption反推提示词能够生产详细且明确的图像描述信息，并且支持SFW和NSFW图像描述而备受关注。这是一款结合了谷歌siglip-so400m-patch14-384模型和面向图像提示精细化微调的Meta-Llama-3.1-8B-bnb-4bit模型构成。

Flux JoyCaption ComfyUI体验

Joy Caption安装指南

首先需要利用ComfyUI插件管理器搜索Comfyui_CXH_joy_caption插件，并点击安装此插件并重启。然后还需下载对应的模型，这也是本地复杂安装的步骤：

• • 注意本地运行环境中 需要确认transformers>=4.44.2 版本。插件地址：（需要的同学可自行扫描获取）
  

  • 下载模型google/siglip-so400m-patch14-384并放置目录 /ComfyUI/models/clip/siglip-so400m-patch14-384。这里需要下载整个项目文件，模型地址为：https://huggingface.co/google/siglip-so400m-patch14-384

  

• • 下载模型 unsloth/Meta-Llama-3.1-8B-bnb-4bit 并放置目录 /ComfyUI/models/LLM。下载整个项目文件，模型地址为：https://huggingface.co/unsloth/Meta-Llama-3.1-8B-bnb-4bit

  

  • 下载模型 fancyfeast/joy-caption-pre-alpha 并放置目录 /ComfyUI/models/Joy_caption。这里需要手动下载整个项目文件，模型地址为：https://huggingface.co/spaces/fancyfeast/joy-caption-pre-alpha/tree/main/wpkklhc6

• 

如嫌手动下载文件麻烦同学可以尝试使用git方式下载，在CMD中导航到对应目录然后使用git目录下载，例如google/siglip-so400m-patch14-384 模型如下：

git lfs install  
# 替换对应模型git地址  
git lfs clone https://huggingface.co/google/siglip-so400m-patch14-384

基础Flux ComfyUI工作流

Joy Caption反推工作流

要想增加JoyCaption反推提示工作流，只需要在Flux基础工作流上增加JoyCaption模型加载和反推两个节点。

01. 晾晒衣服

flim rendering, depicting a young Asian woman standing on a rooftop on a bright, sunny day. She has long, straight black hair tied into a high ponytail, and is wearing a simple, white, short-sleeved T-shirt and light blue denim shorts. The woman is facing away from the camera, gazing towards the horizon with a serene expression. She holds a wooden clothespin in her right hand, which is holding a white T-shirt on a clothesline strung horizontally across the rooftop. The clothesline is made of thin, yellow string, and the clothespin is positioned near the sleeve of the shirt. In the background, there is a clear blue sky with a few scattered clouds, and a view of a cityscape featuring multiple high-rise apartment buildings with balconies. The rooftop surface is concrete, with a few small plants adding some greenery. The overall scene conveys a sense of tranquility and simplicity, with the bright sunlight casting soft, natural shadows.

02. 在一起

octane rendering,UE5,Maya,blender, . This is a digital photograph featuring two fingers, one on top of the other, with the tips touching. Each finger is drawn with black marker to resemble a person. The top finger is a girl, depicted with closed eyes and a small smile, suggesting happiness. She has a pink heart above her head, and her arms are bent at the elbow, with her hands clasped together. The bottom finger is a boy, with closed eyes and a small smile, also suggesting happiness. He has a pink heart above his head and his arms are bent at the elbow, with his hands clasped together. The fingers are positioned upright and facing each other, with the girl’s finger on top. The background is a soft, pale yellow color, providing a neutral and soothing backdrop that enhances the warm, affectionate theme of the image. Text is written in black, playful, hand-like font, with the words “Together Forever” above the girl’s finger, and “I love you…” below the boy’s finger. The text is surrounded by small pink hearts, adding a whimsical touch. The overall mood is one of love and affection, conveyed through the simple yet charming depiction of the fingers and the accompanying text.

03. 卖猪仔

octane rendering,UE5,Maya,blender, Slung over his shoulder was a stick with two caged piglets on either side, of a photorealistic CGI (computer-generated imagery) artwork. This digital artwork depicts a chubby, adorable baby with dark hair and large, round eyes, dressed in a sleeveless, light pink dress with a subtle polka dot pattern. The baby is holding two woven baskets on either side of its body, balanced on its shoulders. Each basket contains a small piglet with pink skin and short snouts. The baby’s expression is one of contentment and innocence. The background features a rural setting with a paved path leading into the distance, flanked by lush green foliage and a wooden building on the left. The lighting is soft and natural, creating a serene atmosphere. The textures are meticulously detailed, from the smoothness of the baby’s skin to the coarse texture of the woven baskets and the soft fur of the piglets. This CGI artwork combines photorealism with a whimsical, almost surrealistic touch, enhancing the charm and cuteness of the subject.

04. 黄瓜服装秀

octane rendering,UE5,Maya,blender, . This is a highly detailed, high-resolution photograph featuring a life-sized, stylized human figure crafted entirely from cucumber slices. The figure stands against a plain white background, emphasizing its vivid green hue. The person, with a serene expression, wears an elegant, sleeveless gown made from cucumber slices arranged in a layered, petal-like fashion. The gown’s neckline is V-shaped, and the slices form a series of overlapping, scalloped edges that resemble a flower’s petals. The figure’s head is adorned with a crown of cucumber leaves, adding to the botanical theme. The texture of the cucumber slices is smooth and glossy, with the light reflecting off the wet surface, giving it a fresh, vibrant appearance. The overall effect is both surreal and artistic, blending elements of nature and human craftsmanship. The photograph captures the intricate details of the cucumber slices, emphasizing their natural patterns and the delicate arrangement that creates the gown. The figure’s skin is a pale, almost translucent white, contrasting starkly with the green of the cucumber slices, enhancing the surreal nature of the image.

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