Comfyui reference controlnet.

Comfyui reference controlnet 首选需要安装好ComfyUI软件，然后确保SDXL基础模型放在指定的路径. It allows for more precise and tailored image outputs based on user specifications. ControlNet Canny (opens in a new tab): Place it between the models/controlnet folder in ComfyUI. 当我们混合使用多个 ControlNet 时，每个 ControlNet 会根据其应用的区域对图像生成过程施加影响。ComfyUI 通过 Apply ControlNet 节点的链式连接方式，允许多个 ControlNet 条件按顺序叠加应用混合控制条件： ControlNetをComfyUIで使う方法. ControlNet Reference enables users to specify desired attributes, compositions, or styles present in the reference image, which are then Jan 23, 2024 · 这个 reference-only ControlNet可以直接将你的SD的注意力层链接到任何独立的图像，这样你的SD就可以读取任意图像作为参考。您至少需要 ControlNet 1. If not, go to Settings > ControlNet. It allows for fine-tuned adjustments of the control net's influence over the generated content, enabling more precise and varied modifications to the conditioning. May 12, 2025 · 実際には、複数のControlNetを使用する際に、Apply ControlNetノードの条件を連結することが重要です。 ControlNetの段階的制御については、Apply ControlNetノードの使用説明を参照してください。 ComfyUIでの複数のControlNetの使用手順 1. ip-adapter-faceid-plusv2_sdxl. The input controlnet_condition is used when you want to adapt multiple ControlNet. Reference Onlyの目的: 元の画像を忠実に再現するための設定です。 ポイント: 最新のComfyUIバージョンを使用する事で、バグ修正や新機能の恩恵を受けられます。 手順: ComfyUI上でReference Onlyの設定を行い、画像生成を開始します。 May 12, 2025 · The latest version of ComfyUI Desktop comes with ComfyUI Manager pre-installed. Functions and Features of ControlNet. 4. Please keep posted images SFW. contains ModelSamplerTonemapNoiseTest a node that makes the sampler use a simple tonemapping algorithm to tonemap the noise. May 12, 2025 · This documentation is for the original Apply ControlNet(Advanced) node. Custom weights allow replication of the "My prompt is more important" feature of Auto1111's sd-webui ControlNet extension. Mixing ControlNets Enter ComfyUI-Advanced-ControlNet in the search bar After installation, click the Restart button to restart ComfyUI. Enhanced Control Nov 25, 2023 · LCM & ComfyUI. PR Thermaltake LCGS Reactor i7TS Gaming Desktop (Intel Core™ i7-14700KF, 32GB 5600MT/s DDR5 RGB Memory, NVIDIA GeForce® RTX 4070 Ti Super, 2TB NVMe M. There are two CLIP positive input and both should be same. Reference IP-Adapter Plus Face. 5 base model and the OpenPose ControlNet model. IPAdapter can be bypassed. Nodes for scheduling ControlNet strength across timesteps and batched latents, as well as applying custom weights and attention masks. 1, enabling users to modify and recreate real or generated images. Since Flux doesn't support ControlNet and IPAdapte yet, this is the current method. Load the corresponding SD1. The ComfyUI workflow implements a methodology for video restyling that integrates several components—AnimateDiff, ControlNet, IP-Adapter, and FreeU—to enhance video editing capabilities. This tutorial is based on and updated from the ComfyUI Flux examples Apr 5, 2025 · Use high-quality and relevant input images to provide clear and effective control signals for the ControlNet, ensuring better alignment with your artistic goals. The model weight is fine-tuned for using a cropped face as the reference. org 为了保证兼容性，在你下载到的许多工作流文件夹里应该还可以看到 Apply ControlNet(Old) 节点，但是目前你已经无法通过搜索或者节点列表看到 Apply ControlNet(Old) 节点，所以请使用 Apply Jun 6, 2024 · AnytestをComfyUIで使う方法とAnytestのバージョン毎の違いを解説します。最後にIP-AdapterとAnytestを使った例を紹介します。このモデルは非常に優れていると感じたので、是非活用してみましょう。 Aug 25, 2024 · Scroll down to the ControlNet section on the txt2img page. ControlNet Inpainting. 0k次，点赞19次，收藏15次。本文继续给大家分享ComfyUI的入门必备技能：ControlNet。ControlNet 提供了十几种生成图片的控制方式，有的可以控制画面的结构，有的可以控制人物的姿势，还有的可以控制图片的画风，这对于提高AI绘画的质量特别有用；基于 ControlNet 的能力，炼丹师们可以将 Sep 22, 2024 · Latest ComfyUI and ComfyUI-Advanced-ControlNet. The controlnet_condition output parameter provides the processed control net condition that can be used in subsequent image processing steps. After an entire weekend reviewing the material, I think (I hope!) I got the implementation right: As the title says, I included ControlNet XL OpenPose and FaceDefiner models. Spent the whole week working on it. This could be a sketch, a Pose ControlNet. Dec 10, 2023 · Nodes 节点. Jan 8, 2024 · ControlNet （ A 航线 樂 ） 基础 CN 应用. 一部のノードが新しいComfyUIノードを使用するため、まずComfyUIを最新バージョンに更新する必要があります。 ComfyUIの更新については、ComfyUI更新チュートリアルを参照してください。 Also, these boundaries can be enforced more or less strictly (via ControlNet weights) and enforced earlier or later in the image generation process (via ControlNet initial and final steps), but they are unavoidable. May 12, 2025 · ComfyUIのApplyControlNet(Advanced)ノードについて学びます。このノードは、画像とコントロールネットモデルに基づいて、条件データに高度なコントロールネット変換を適用するために設計されています。生成されたコンテンツに対するコントロールネットの影響を微調整し、条件のより正確で多様な 混合 ControlNet 的使用方法. 5 Multi ControlNet Workflow. As you can see, it seems to be collapsing even at 0. ControlNet preprocessors are available through comfyui_controlnet_aux Jan 16, 2025 · For controlnet_path, select the ControlNet model you want to use. json; Depth ControlNet (version 3) Clone our x-flux-comfyui custom nodes; Launch ComfyUI Sep 16, 2023 · 「Reference」の特性まとめ ・ReferenceはControlNetで利用可能なモデル ・プロセッサーは3つ有り、reference onlyがドキュメントも情報も多くオススメ ・プロンプトを服装などより作り込めばブレ無く同じキャラクターの生成が可能 ControlNet for Stable Diffusion XL. Before you start, ensure your ComfyUI version is at least after this commit so you can find the corresponding WanFunControlToVideo node. Put it in ComfyUI > models > xlabs > controlnets. 5 model as a base image generations, using ControlNet Pose and IPAdapter for style. Upload the reference image to the Single Image canvas of the ControlNet Unit 0. It's all or nothing, with not further options (although you can set the strength of the overall controlnet model, as in A1111). ControlNetはAI画像生成を使う上で必須と言っても過言ではない拡張機能。 しかしながらComfyUIではそもそもControlNet用のノードを組む方法がややこしいため、これをシンプルに解説する。 Oct 30, 2024 · Apply Flux ControlNet Output Parameters: controlnet_condition. In this example, we will use a combination of Pose ControlNet and Scribble ControlNet to generate a scene containing multiple elements: a character on the left controlled by Pose ControlNet and a cat on a scooter on the right controlled by Scribble ControlNet. ControlNet Reference is a term used to describe the process of utilizing a reference image to guide and influence the generation of new images. Import Workflow in ComfyUI to Load Image for Generation. May 16, 2023 · 次に、ControlNetのプリプロセッサをreference_onlyに設定して生成したイラストをD＆Dで読み込ませます。Control Weightなどの設定はお好みでいじってください。 ちなみに、reference_onlyを使う場合はプリプロセッサの指定のみで、モデルの選択欄は表示されません。 本教程详细介绍了如何在 ComfyUI 中使用 Depth ControlNet，包括安装配置、工作流使用和参数调整等内容，帮助你更好地控制图像的深度信息和空间结构。 Controlnet 本教程详细介绍了如何使用 ControlNet 进行高级图像处理，包括 Pose 图和 Canny 图的生成，以及如何利用参考图进行创意设计。学习如何安装必要的模型和插件，掌握从基础到高级的所有操作步骤。 Mar 20, 2024 · 1. 6的情况下，实际输出更类似原图的色调和影调，引用风格的目的是达到了的。 May 12, 2025 · 这个项目为 Flux 生态系统提供了强大的 ControlNet 模型，使用户能够更精确地控制图像生成过程，特别适合需要基于边缘检测或深度信息进行图像生成的应用场景。 InstantX Flux Union ControlNet. You will need the following two models. Aug 16, 2023 · その上でControlNetのPreprocessorをダウンロードします。Gitが使える状態で、ターミナルやPowerShell、Git bashなどでComfyUIフォルダの中のcustom_nodesを開きます。その状態で、以下のコマンドを入力することで、ControlNetのPreprocessorのクローンを作成します。 Custom weights allow replication of the "My prompt is more important" feature of Auto1111's sd-webui ControlNet extension via Soft Weights, and the "ControlNet is more important" feature can be granularly controlled by changing the uncond_multiplier on the same Soft Weights. 在 ControlNet 中，多个 ControlNet 可以组合使用，以实现更精准的控制的，比如在生成人物时，如果出现人物肢体错位，则可以叠加 depth 来保证正确的肢体前后关系。 May 12, 2025 · ControlNet和T2I-Adapter - ComfyUI工作流示例 请注意，在这些示例中，原始图像直接传递给 ControlNet/T2I 适配器。 每个 ControlNet/T2I 适配器需要传递给它的图像具有特定格式，例如深度图、Canny 图等，这取决于特定模型，如果您想要好的结果。 Nodes for scheduling ControlNet strength across timesteps and batched latents, as well as applying custom weights and attention masks. What is ControlNet? ControlNet is a transformative technology that significantly enhances the capabilities of text-to-image diffusion models, allowing for unprecedented spatial control in image generation. ComfyUIで複数のComfyUI ControlNetを使用するには、ポーズや形状、スタイル、色など、様々な側面をより正確に制御するために、ControlNetモデルを重ねたり連続したりするプロセスが含まれます。 Created by: Sarmad AL-Dahlagey: Reference only HiRes Fix & 4Ultra sharp upscale *Reference only helps you to generate the same character in different positions. Oct 17, 2024 · 求める画像を生成するために、プロンプトだけでは物足りないですよね？ そんな時、ControlNetが助けになります！ ControlNetは画像生成の制御性を大幅に向上させる革新的な技術として注目を集めています。特に、最新のSDXL（Stable Diffusion XL）モデルと組み合わせることで、その威力は一層増してい May 12, 2025 · Learn about the ApplyControlNet(Advanced) node in ComfyUI, which is designed for applying advanced control net transformations to conditioning data based on an image and a control net model. 1」を利用できる状態にしておかなければなりません。 それと併せて「ControlNet 1. Load your base image: Use the Load Image node to import your reference image. , control_v11p_sd15_openpose, control_v11f1p_sd15_depth) need to be downloaded from Hugging Face or other model repositories. I also automated the split of the diffusion steps between the Base and the Refiner models. ComfyUIの更新と必要なモデルのインストール. Your ControlNet pose reference image should be like in this workflow. 1 ControlNet Model Introduction. You can Controlnet works great in comfyui, but the preprocessors (that I use, at least) don't have the same level of detail, e. 您可以从以下资源页面找到并下载适合的 ControlNet May 12, 2025 · What is ControlNet? What is its purpose? ControlNet is an extension to the Stable Diffusion model, enhancing the control over the image generation process. We will cover the usage of two official control models: FLUX. May 12, 2025 · ComfyUIの更新. While you may still see the Apply ControlNet(Old) node in many workflow folders you download from comfyui. 1 Canny. This toolkit is designed to add control and guidance capabilities to FLUX. Sep 7, 2024 · 首先是 ControlNet 节点安装，如果你使用的秋葉整合包 ComfyUI，是自带了 ControlNet 节点的。 如果没有，可在自行安装插件 ComfyUI-Advanced-ControlNet 。 相信能看到这里的朋友都掌握了插件安装的方法，如果有不会的朋友，可以回头去看我前面的文章，安装插件的方法 Reference Only is a ControlNet Preprocessor that does not need any ControlNet Model. Therefore, I recommend creating specific folders when saving models to identify the version, making selection easier: Mar 5, 2025 · Enter ComfyUI-Advanced-ControlNet in the search bar After installation, click the Restart button to restart ComfyUI. 5 model in ComfyUI, you first need to install ComfyUI and download the required models, including the SD1. 1 Tools launched by Black Forest Labs. May 12, 2025 · 現在ComfyUIのControlNetモデルバージョンは多数あるため、具体的なフローは異なる場合がありますが、ここでは現在のControlNet V1. Since LCM is very popular these days, and ComfyUI starts to support native LCM function after this commit, so it is not too difficult to use it on ComfyUI. IPAdapter plugin: ComfyUI_IPAdapter_plus. bin Created by: Sarmad AL-Dahlagey: Reference only HiRes Fix & 4Ultra sharp upscale *Reference only helps you to generate the same character in different positions. Currently supports ControlNets, T2IAdapters, ControlLoRAs, ControlLLLite, SparseCtrls, SVD-ControlNets, and Reference. A lot of people are just discovering this technology, and want to show off what they created. 必要なプラグインのインストール Mar 19, 2025 · ControlNet plugin: ComfyUI_ControlNet. An Introduction to ControlNet and the reference pre-processors. 5 in Balanced mode. The ControlNet nodes here fully support sliding context sampling, like the one used in the ComfyUI-AnimateDiff-Evolved nodes. IP-adapter and controlnet models. ControlNet 是一种强大的图像生成控制技术,它允许用户通过输入条件图像来精确引导 AI 模型的图像生成过程。本教程将指导您如何在 ComfyUI 中安装 ControlNet 模型。 下载 ControlNet 模型. 我们还是老规矩，手动连接一遍。先把常规的生图连接好。稍微不一样的是 controlnet 是在 clip 时生效的。所以我们把生成过程可以分成两部分。 我们可以通过右键新建一个 controlnet 应用。新建-条件-controlnet 应用，它长这个 Oct 7, 2024 · In this article, we will discuss ComfyUI’s ControlNet, which is complicated to configure when using ControlNet with ComfyUI, but the basics are available in the standard installation. I'm not sure how it differs from the ipadapter but in comfy ui there is an extension for reference only and it wires completely differently than controlnet or ipadapter so I assume it's somehow different. ControlNet Openpose (opens in a new tab): Place it between the models/controlnet folder in ComfyUI. ControlNet 官方并未提供任何版本的 SDXL 的模型，所以本文主要是整理收集了不同作者提供的 ControlNet 模型，由于时间原因，我并不能一一试用对应模型，所以你可以访问我提供模型仓库的链接查看更多相关介绍 Sep 22, 2024 · Latest ComfyUI and ComfyUI-Advanced-ControlNet. org for compatibility reasons, you can no longer find the Apply ControlNet(Old) node through search or node list. ComfyUI ControlNet Regional Division Mixing Example. LoRA plugin: ComfyUI_Comfyroll_CustomNodes. 1 Depth and FLUX. Comme il existe de nombreuses versions de modèles ControlNet dans ComfyUI, les processus spécifiques peuvent varier. The ControlNet model and the image of the preprocessor adapted to the model (in this case, the image extracted by Canny Edge) are output as controlnet_condition. Currently supports ControlNets Sep 24, 2024 · Before diving into ControlNet, ensure you have the necessary custom nodes installed in ComfyUI: ComfyUI Manager; ComfyUI ControlNet Aux; ComfyUI's ControlNet Auxiliary Preprocessors (optional but recommended) Step 2: Basic Workflow Setup. 153 to use it. Importing and Adjusting Your Reference Video in After Effects. You can load this image in ComfyUI to get the full workflow. Flux-reference-error. Sep 24, 2024 · Before diving into ControlNet, ensure you have the necessary custom nodes installed in ComfyUI: ComfyUI Manager; ComfyUI ControlNet Aux; ComfyUI's ControlNet Auxiliary Preprocessors (optional but recommended) Step 2: Basic Workflow Setup. 1 preprocessors are better than v1 one and compatibile with both ControlNet 1 and ControlNet 1. 1バージョンモデルを例に説明し、具体的なワークフローは後続の関連チュートリアルで補足します。 May 12, 2025 · ComfyUI 中多个 ControlNet组合使用教程. ControlNet preprocessors are available through comfyui_controlnet_aux nodes 请注意，在这些示例中，原始图像直接传递给 ControlNet/T2I 适配器。 每个 ControlNet/T2I 适配器需要传递给它的图像具有特定格式，如深度图、边缘检测图等，这取决于具体模型，如果您想获得好的结果。 ControlNetApply 节点不会为您将常规图像转换为深度图、边缘检测图等。您将需要单独做这些转换，或 Feb 12, 2024 · ControlNet Reference onlyとは. SD1. 1. Experiment with different ControlNet models to find the one that best suits your specific needs and artistic style. 5的基模，这时候选择的checkpoint的基模一定是sd1. Share and Run ComfyUI workflows in the cloud. まず、ComfyUIが最新バージョンに更新されていることを確認してください。ComfyUIの更新方法がわからない場合は、ComfyUIの更新方法を参照してください。 注: Flux ControlNetの機能は最新バージョンのComfyUIが必要ですので、まず更新を完了して Mar 20, 2024 · ComfyUI中使用多个ControlNet涉及一个分层或链接ControlNet模型的过程，以通过对姿势、形状、风格和颜色等各个方面的更精确控制来细化图像生成。 因此，你可以通过应用一个ControlNet（例如OpenPose）并将其输出馈送到另一个ControlNet（例如Canny）来构建工作流。 This reference-only ControlNet can directly link the attention layers of your SD to any independent images, so that your SD will read arbitary images for reference. Method 1: Using ComfyUI Manager (Recommended) First install ComfyUI Manager; Search for and install “ComfyUI ControlNet Auxiliary Preprocessors” in the Manager; Method 2: Installation via Git. Companion Extensions, such as OpenPose 3D, which can be used to give us unparalleled control over subjects in our generations. ComfyUI AnimateDiff, ControlNet, IP-Adapter and FreeU Workflow. Created by: AILab: Flux Controlnet V3 ControlNet is trained on 1024x1024 resolution and works for 1024x1024 resolution. And above all, BE NICE. ControlNetのモデルをダウンロードします。 Jun 29, 2024 · ComfyUI Examplesのサイトを利用することで 簡単にControlNetを導入できるのでおすすめの方法です！ 是非記事を参考にしてControlNetを使ってみてください。 こちらの記事では、 ComfyUIでLoRAの使い方 について解説しているので興味ある方は読んでみてください。 Sep 10, 2023 · この記事は、「AnimateDiffをComfyUI環境で実現する。簡単ショートムービーを作る」に続く、KosinkadinkさんのComfyUI-AnimateDiff-Evolved（AnimateDiff for ComfyUI）を使った、AnimateDiffを使ったショートムービー制作のやり方の紹介です。今回は、ControlNetを使うやり方を紹介します。ControlNetと組み合わせることで Dec 28, 2024 · ControINet 有独立的控制图像，通过对图像的预处理，再结合提示词进行生成图像 不同的预处理可以对生成的图像进行不同的控制，一般有风格约束、线条约束、姿态约束、景深控制等，不管是WebUI还是ComfyUI，都有强大ControlNet，这里不详细介绍ControlNet，主要讲下 Apr 1, 2023 · If a preprocessor node doesn't have version option, it is unchanged in ControlNet 1. 0 in Balanced mode. The a1111 reference only, even if it's on control net extension, to my knowledge isn't a control net model at all. You need at least ControlNet 1. 1 of preprocessors if they have version option since results from v1. RGB and scribble are both supported, and RGB can also be used for reference purposes for normal non-AD workflows if use_motion is set to False on the Load SparseCtrl Model node. Then, manually refresh your browser to clear the cache and access the updated list of nodes. This image can serve as a reference or template, influencing how the ControlNet modifies the segments. FLUX. This is the input image that will be used in this example: Here is an example using a first pass with AnythingV3 with the controlnet and a second pass without the controlnet with AOM3A3 (abyss orange mix 3) and using their VAE. Oct 28, 2023 · Reference_onlyを使うには？ Comfy UIで、コントロールネットを使うやりかた マネージャー. Apply ControlNet(advance) - ControlNet 💡 这个节点在新的 ComfyUI 版本中已被重命名为 Apply ControlNet 取代了旧版本 Apply ControlNet (OLD) 的名称,由于 原先的Apply ControlNet (OLD) 目前有点类似启用状态，所以关于本节点的最新文档已经调整到 Apply ControlNet 来进行说明 Apr 12, 2024 · ControlNet คืออะไร? ทำไมต้องใช้? ในยุคที่ AI Art กำลังมาแรง หลายคนอาจเคยลองใช้ Midjourney, DALL-E หรือ Stable Diffusion ในการสร้างภาพอันน่าทึ่งจาก Prompt กันบ้างแล้ว แต่ปัญหาคือ Dec 20, 2023 · 对比的双采样器参数一致，降噪0. May 15, 2024 · 6. Welcome to the unofficial ComfyUI subreddit. InstantX Flux Union ControlNet 是一个多功能的 ControlNet 模型，专为 FLUX. Workflow included. crop_factorを振って顔の自動修正の結果を比べました。 Jan 8, 2024 · ControlNet （ A 航线 樂 ） 基础 CN 应用. pth，也就是sd1. Click Queue Prompt to run. You should use a close-up face as the reference. Unlike the workflow above, sometimes we don’t have a ready-made OpenPose image, so we need to use the ComfyUI ControlNet Auxiliary Preprocessors plugin to preprocess the reference image, then use the processed image as input along with the ControlNet model ControlNet Reference Onlyは、Stable Diffusionの拡張機能で、元画像の特徴を利用して新しい画像を生成できます。 ComfyUIでReference Onlyを使用するには、ComfyUI Managerをインストールし、Reference Onlyのカスタムノードをダウンロードおよびインストールする必要があります。 ControlNet Canny (opens in a new tab) ：将其放到 ComfyUI 里的 models/controlnet 文件夹内。 如果你想要使用本章的工作流，可以使用下载使用 Comflowy 本地版，或者注册使用 Comflowy 云端版本 (opens in a new tab) ，里面都内置了本章的工作流。 Share and Run ComfyUI workflows in the cloud. 機能拡張マネージャーを入れていれば、「 ComfyUI's ControlNet Auxiliary Preprocessors」「ComfyUI-Advanced-ControlNet」なんかがインストールできます。 May 14, 2023 · 在“sd-webui-controlnet”扩展中选择“reference-only”作为预处理器。 在“reference-only”预处理器中输入一个图像的 URL 或者上传一个本地图像文件作为参考。 I am also finding out to build a reference-only node in comfyui, but the controlnet inplementation is complex in A111 webui. Apply ControlNet Common Errors and Solutions: "Strength value out of May 12, 2025 · 如何在局域网中访问 ComfyUI; 如何在 ComfyUI 中调整字体大小：分步指南; 如何更改 ComfyUI 的输出文件夹位置; 如何启用 ComfyUI 新版本菜单; 为什么使用相同的种子值，ComfyUI 和 A1111 生成的图像不一样？ ComfyUI 工作流导入后，widget 消失了无法设置或者调整输入 Real-world use-cases – how we can use ControlNet to level-up our generations. g. HED ControlNet for Flux. 5 cannot be used with Flux models, and vice versa. Different types of ControlNet models typically require different types of reference images: Image source: ComfyUI ControlNet aux. The vanilla ControlNet nodes are also compatible, and can be used almost interchangeably - the only difference is that at least one of these nodes must be used for Advanced versions of ControlNets to be used (important for sliding context sampling, like with Jun 5, 2024 · IP-Adapter Plus Face model has the same architecture as the IP-Adapter Plus. Dependent Models: ControlNet models (e. First time I used it like an Img2Img process with lineart ControlNet model, where I used it as an image template, but it's a lot more fun and flexible using it by itself without other controlnet models as well as less time consuming since one is not Oct 25, 2024 · 今回は、線画抽出をComfyUIで実現します。 こんにちわ、AICU media編集部です。 「ComfyUI マスターガイド」第27回目になります。 本記事では、ComfyUI、ControlNet、そしてLoRAを組み合わせることで、高品質かつ詳細な線画を効率的に生成するワークフローを紹介し ComfyUI is hard. First time I used it like an Img2Img process with lineart ControlNet model, where I used it as an image template, but it's a lot more fun and flexible using it by itself without other controlnet models as well as less time consuming since one is not Sep 7, 2024 · 首先是 ControlNet 节点安装，如果你使用的秋葉整合包 ComfyUI，是自带了 ControlNet 节点的。 如果没有，可在自行安装插件 ComfyUI-Advanced-ControlNet 。 相信能看到这里的朋友都掌握了插件安装的方法，如果有不会的朋友，可以回头去看我前面的文章，安装插件的方法 Reference Only is a ControlNet Preprocessor that does not need any ControlNet Model. Belittling their efforts will get you banned. Dans ComfyUI, ControlNet fonctionne comme un contrôleur conditionnel impliquant généralement les étapes suivantes. (like the one below) The face is followed much more closely. ControlNet resources on Civitai. *use the link below to download NK 3Way May 12, 2025 · ComfyUIのApplyControlNetノードについて学びましょう。このノードは、画像とコントロールネットモデルに基づいてコンディショニングデータにコントロールネット変換を適用するように設計されています。生成されたコンテンツに対するコントロールネットの影響を微調整し、条件のより正確で Sep 9, 2024 · Drop it in ComfyUI. com Jul 19, 2023 · Controlnetの便利な機能、「Reference Only」の使い方を紹介します。Reference Onlyを使えば同じ顔の画像が生成できる便利な機能です。顔を維持できるので表情の差分画像を作成したり、服装の違う画像を生成することもできちゃうんです。 Workflow de ControlNet dans ComfyUI. Mar 25, 2024 · ComfyUIで「Reference Only」を使用して、より効率的にキャラクターを生成しましょう！この記事では、ComfyUIの「Reference Only」のインストールから使用方法、ワークフローの構築に至るまで、有益な情報が盛りだくさんです。ぜひご覧ください！ Feb 23, 2024 · この記事ではComfyUIでのControlNetのインストール方法や使い方の基本から応用まで、スムーズなワークフロー構築のコツを解説しています。記事を読んで、Scribbleやreference_onlyの使い方をマスターしましょう！ May 13, 2023 · This reference-only ControlNet can directly link the attention layers of your SD to any independent images, so that your SD will read arbitary images for reference. *use the link below to download NK 3Way Share and Run ComfyUI workflows in the cloud. 我们还是老规矩，手动连接一遍。先把常规的生图连接好。稍微不一样的是 controlnet 是在 clip 时生效的。所以我们把生成过程可以分成两部分。 我们可以通过右键新建一个 controlnet 应用。新建-条件-controlnet 应用，它长这个 Dec 29, 2024 · 文章浏览阅读5. Open command line and cd into ComfyUI’s custom_nodes directory May 22, 2024 · ControINet 有独立的控制图像，通过对图像的预处理，再结合提示词进行生成图像 不同的预处理可以对生成的图像进行不同的控制，一般有风格约束、线条约束、姿态约束、景深控制等，不管是WebUI还是ComfyUI，都有强大ControlNet，这里不详细介绍ControlNet，主要讲下 Dec 15, 2023 · SparseCtrl is now available through ComfyUI-Advanced-ControlNet. 6. To use the OpenPose ControlNet SD1. 1 Fun Control Workflow. 1 开发版 These files are essential, for setting up the ComfyUI workspace. Here is ControlNetwrite up and here is the Update discussion. ComfyUIを再起動し、ComfyUIを格納しているフォルダの「ComfyUI」→「Custom_nodes」内に「ComfyUI-OpenPose-Editor」が保存されていれば、インストール完了です。 ②OpenPoseのモデルをダウンロード. The earliest Apply ControlNet node has been renamed to Apply ControlNet(Old). OpenPose detects body poses from an input image and turns them into a skeleton-like map, which guides the AI to generate new images that match the pose. May 12, 2025 · ComfyUI 如何安装 ControlNet 模型. 5 style fidelity and the color tone seems to be more dull too. json ComfyUI Error Report Error Details Node Type May 12, 2025 · 1. 2, WiFi May 5, 2025 · 前言： 还在为Stable Diffusion难以精准复刻参考图风格而苦恼？ControlNet的Reference功能将彻底解决这一痛点！本文深度解析这项"黑科技"的底层原理，手把手教你实现99%的风格还原度，无论是大师画作、摄影色调还是特定IP风格，都能精准迁移。 Introduction to Depth Maps and Depth ControlNet. Set Multi-ControlNet: ControlNet unit number to 3. There has been some talk and thought about implementing it in comfy, but so far the consensus was to at least wait a bit for the reference_only implementation in the cnet repo to stabilize, or have some source that clearly explains why and what they are doing. Restart. 5 Checkpoint model at step 1; Load the input image at step 2; Load the OpenPose ControlNet model at step 3; Load the Lineart ControlNet model at step 4; Use Queue or the shortcut Ctrl+Enter to run the workflow for image generation Mar 23, 2025 · The control_image parameter is an optional input that provides an additional image to guide the ControlNet application. Enable: Yes; Pixel Perfect: No; Control Type: Reference; Preprocessor: Reference_only (or reference_adain, reference_adain+attn) Control Weight: 1; Starting Control Step: 0; Ending Control Step: 1; Step 4: Generate ControlNet Scribble (opens in a new tab): Place it within the models/controlnet folder in ComfyUI. NB, I use Flux-Dev NF4. setting highpass/lowpass filters on canny. 153 才能使用它。要使用，只需选择 reference-only 作为预处理器并放置图像。你的 SD 将仅使用该图像作为参考。 This guide will introduce you to the basic concepts of Pose ControlNet, and demonstrate how to generate large-sized images in ComfyUI using a two-pass generation approach May 25, 2023 · 「reference only」「reference adain」「reference adain attn」を利用するためには「ControlNet 1. There is now a install. safetensors. The input images must be put through the ReferenceCN Preprocessor, with the latents being the same size (h and w) that will be going into the KSampler. bat you can run to install to portable if detected. ControlNet inpainting lets you use high denoising strength in inpainting to generate large variations without sacrificing consistency with the picture as a whole. A depth map is a special type of image that uses grayscale values to represent the distance between objects in a scene and the observer or camera. 5的，否则会报错。 3、预处理器匹配. 2 - set img2imag to use reference-only mode. All the KSampler and Detailer in this article use LCM for output. Download the Depth ControlNet model flux-depth-controlnet-v3. Did you locate the 'reference-only' code in webui? Maybe it is helpful. Sep 5, 2023 · ControlNet reference onlyとは？ ControlNet reference only(リファレンス オンリー)とは、スタイル転送を行う技術です。かみ砕いた言い方をすると「呪文(プロンプト)で指定した特徴」以外の特徴を保持したまま画像の変換や生成を行う機能です。 Dec 13, 2024 · 由于ComfyUI的Reference Only节点是作者的实验性节点，在本课程中并没有对相关节点进行阐述，可以在新建节点中找到 easy only reference、Reference only simple 等节点测试其效果。 Feb 11, 2024 · 「ComfyUI」で「IPAdapter + ControlNet」を試したので、まとめました。 1. ComfyUI_IPAdapter_plus 「ComfyUI_IPAdapter_plus」は、「IPAdapter」モデルの「ComfyUI」リファレンス実装です。メモリ効率が高く、高速です。 ・IPAdapter + ControlNet 「IPAdapter」と「ControlNet」の組み合わせることができます。 ・IPAdapter Face 顔を Join me in this tutorial as we dive deep into ControlNet, an AI model that revolutionizes the way we create human poses and compositions from reference image May 15, 2023 · Here is the reference image: Here is all reference pre-processors with Style fidelity 1. 1」用の新モデルをダウンロードして指定のフォルダに移動させておきます。 更多实用攻略教学，爆笑沙雕集锦，你所不知道的游戏知识，热门游戏视频7*24小时持续更新,尽在哔哩哔哩bilibili 视频播放量 5101、弹幕量 7、点赞数 73、投硬币枚数 32、收藏人数 19、转发人数 49, 视频作者 MmM巧克力奶昔, 作者简介 ，相关视频：开船打了一枪被就骂是外挂，硬完成狼人杀推凶，【Dread This guide will introduce you to the basic concepts of Pose ControlNet, and demonstrate how to generate large-sized images in ComfyUI using a two-pass generation approach ComfyUIでのControlNetモデルのインストール方法. json ComfyUI Error Report Error Details Node Type Feb 19, 2025 · 文章浏览阅读1. 複数のComfyUI ControlNetの使い方. ComfyUI also supports LCM Sampler, Source code here: LCM Sampler support ControlNet使用的模型一定要和checkpoint的基模保持一致，工作流中ControlNet使用的模型是control_v11p_sd15_canny. 1 Canny and Depth are two powerful models from the FLUX. Apply Flux ControlNet. v3 version - better and realistic version, which can be used directly in ComfyUI! Flujo de trabajo de ControlNet en ComfyUI; Recursos relacionados con ControlNet; Composición de un flujo de trabajo típico de ControlNet en ComfyUI; Luego, en otros artículos relacionados con ControlNet en ComfyUI-Wiki, explicaremos específicamente cómo utilizar modelos ControlNet individuales con ejemplos relevantes. If you're running on Linux, or non-admin account on windows you'll want to ensure /ComfyUI/custom_nodes and comfyui_controlnet_aux has write permissions. It adds another layer of control, allowing for more complex and tailored generative outcomes. Make sure to install the ComfyUI extensions as the links for them are available, in the video description to smoothly integrate your workflow. This output includes the transformed image and the control net model, along with the specified strength. Importing Video: Drag and drop your reference dance video into After ComfyUI-Advanced-ControlNet为你的创意过程注入了革命性力量。这个强大而灵活的工具集，专为调度ControlNet强度、应用自定义权重和注意力遮罩而设计，让艺术家们能以前所未有的精细度控制作品生成流程。支持从ControlNets到SparseCtrls的各种模型，辅以滑动上下文窗口优化，确保无论在何种场景下都能实现 Created by: Reverent Elusarca: This workflow uses SDXL or SD 1. For example, ControlNet models for SD1. May 12, 2025 · 目前文档是原来 Apply ControlNet(Advanced)节点的说明，最早的 Apply ControlNet 节点已被重命名为 Apply ControlNet(Old)，但 comfyui. 3. For example, I used the prompt for realistic people. check thumnailes) instruction : 1 - To generate a text2image set 'NK 3way swich' node to txt2img. And here is all reference pre-processors with Style fidelity 0. To use, just select reference-only as preprocessor and put an image. Currently, ComfyUI officially supports the Wan Fun Control model natively, but as of now (2025-04-10), there is no officially released workflow example. It is recommended to use version v1. It will let you use higher CFG without breaking the image. IPAdapter, instead, defines a reference to get inspired by. Apr 11, 2024 · Why is reference controlnet not supported in ControlNet? I added ReferenceCN support a couple weeks ago. 我说一下不同之处在哪里：只看加入节点的图，可能因为引用了原图，原图的色调、右侧白色花朵位置这几个关键噪声保留了，在降噪0. The ControlNet nodes provided here are the Apply Advanced ControlNet and Load Advanced ControlNet Model (or diff) nodes. Upload a reference image to the Load Image node. Please share your tips, tricks, and workflows for using this software to create your AI art. 准备工作. Using ControlNet with ComfyUI – the nodes, sample workflows. Your SD will just use the image as reference. 8k次，点赞29次，收藏27次。本文继续给大家分享ComfyUI的入门必备技能：ControlNet。ControlNet 提供了十几种生成图片的控制方式，有的可以控制画面的结构，有的可以控制人物的姿势，还有的可以控制图片的画风，这对于提高AI绘画的质量特别有用；基于 ControlNet 的能力，炼丹师们可以将 随手拿了一张之前生成的图片，然后用Controlnet生成了一下。对比一下，细节控制得挺不错。 下面就具体地说一下，如何在 ComfyUI 中使用Controlnet。 1. Jul 7, 2024 · The function is pretty similar to Reference ControlNet, but I would rate T2IA CLIP vision higher. You should see 3 ControlNet Units available (Unit 0, 1, and 2). 这一步不会的可以参考之前的文章。 2. Since the current Comfy Core nodes do not include all types of preprocessors, in the actual examples in this documentation, we will provide pre-processed images. . Use our custom nodes for ComfyUI and test it with provided workflows (check out folder /workflows) Use gradio demo; See examples how to launch our models: Canny ControlNet (version 3) Clone our x-flux-comfyui custom nodes; Launch ComfyUI; Try our canny_workflow. Oct 8, 2024 · また、改良版のReference ControlNetでは、全身像のほうの特徴をReferenceにしました。顔のほうをReferenceにすると、ガタガタの領域を特徴として利用してしまい、顔がきれいに修正されませんでした。 結果. The HED ControlNet copies the rough outline from a reference image. May 12, 2025 · This tutorial will guide you on how to use Flux’s official ControlNet models in ComfyUI. Feb 6, 2025 · 今天继续给大家分享 ComfyUI 的入门必备技能：ControlNet。 ControlNet 提供了十几种生成图片的控制方式，有的可以控制画面的结构，有的可以控制人物的姿势，还有的可以控制图片的画风，这对于提高 AI 绘画的质量特别有用；基于 ControlNet 的能力，炼丹师们可以将 AI 绘画拓展到很多的应用场景，比如 May 12, 2025 · ComfyUI Native Wan2. This could be a sketch, a May 12, 2025 · Using ComfyUI ControlNet Auxiliary Preprocessors to Preprocess Reference Images. However, in practical use, you may need to use custom May 16, 2023 · Reference only is way more involved as it is technically not a controlnet, and would require changes to the unet code. 选择的ControlNet预处理器和ControlNet模型要保持一致，否则会 ControlNet一直是SD的大杀器，这两天又更新了一个好用的功能Reference Only，直译“参考”，其实更像仿制图章，在特定的环境下是相当好用的，下面详细讲解下。 首先是安装，打开SD，找到扩展设置，检查更新找到Con… May 13, 2023 · This reference-only ControlNet can directly link the attention layers of your SD to any independent images, so that your SD will read arbitary images for reference. ControlNetは、入力条件画像を通じてAIモデルの画像生成プロセスを正確にガイドすることができる強力な画像生成制御技術です。このチュートリアルでは、ComfyUIでのControlNetモデルのインストール方法を案内します。 Sep 3, 2024 · Scroll down to and expand the ControlNet section. Mar 19, 2024 · 3. May 12, 2025 · In ComfyUI, ControlNet models for different versions of drawing models are not compatible with each other. ControlNetはStable Diffusionの拡張機能の一つであり、その機能はContorlNetのモデルによって異なります。 ControlNetのReference onlyは、元画像の特徴を含んだ画像を生成できます。 元画像の特徴を継承しながら、服装や背景、画風の変更が可能 controlnet 新功能 Reference-Only 参考处理器, 视频播放量 6490、弹幕量 7、点赞数 177、投硬币枚数 56、收藏人数 369、转发人数 20, 视频作者 坏心眼猫特效, 作者简介 ，相关视频：Stable Diffusion进阶 -- Loopback手部修复，COS特效场照惊艳速成！ Jan 16, 2025 · For controlnet_path, select the ControlNet model you want to use. Breve introducción a Mar 20, 2024 · For more advanced and premium ComfyUI workflows, visit our 🌟ComfyUI Workflow List🌟 1. pdno hbtqtfi izbpl bovhjwi ikdkxnk xnmohc xgrvvz cfyzk ibigud eyjn