Upscale model comfyui.

Upscale model comfyui You can find a variety of upscale models for photos, people, animations, and more at https://openmodeldb. Controlnet 4 days ago · Exemples de modèles d’Upscale_latent. The target width in pixels. fofr Upload folder using huggingface_hub. 모델을 models/upscale_models 폴더에 넣고 UpscaleModelLoader 노드를 사용하여 로드한 다음 ImageUpscaleWithModel 노드를 사용하여 적용하세요. I tried all the possible upscalers in ComfyUI (LDSR, Latent Upcale, several models such as NMKV, the Ultimate SDUpscale node, "hires fix" (yuck!), the Iterative Latent upscale via pixel space node (mouthful), and even bought a license from Topaz to compare the results with Faststone (which is great btw for this type of work). IMAGE. For a dozen days, I've been working on a simple but efficient workflow for upscale. Also useable for cleaned up source material. How to substitute: download 4xUltraSharp. It efficiently manages the upscaling process by adjusting the image to the appropriate device, optimizing memory usage, and applying the upscale model in a tiled manner to prevent potential out-of-memory Mar 29, 2025 · Because it doesn't just upscale the pixels, this takes a while to run. Understand how low-resolution images can be transformed into high-definition ones using different methods and algorithms. Check the size of the upscaled image. This ComfyUI workflow incorporates the CCSR (Content Consistent Super-Resolution) model, designed to enhance content consistency in super-resolution tasks. วิธีนี้เราจะใช้ Node Upscale Image using Model นะครับ. On my RTX 3090 Ti, it took between 10-12 minutes for just the upscale stage (not using the face detailer stage) for a 2x upscale on a 1920x1088 (2MP) Flux generated image. ComfyUI ではUpscale Image(using Model) ノードを提供しています. 그 후, 해당 모델을 `models/upscale_models` 폴더에 넣어주세요. Less is more approach. Some methods are faster, some are more detailed, some are more realistic, and some are more versatile. Users share their opinions and experiences on different upscaling methods for ComfyUI, a software for creating AI art. Although the goal is the same, the execution is different, hence why you will most likely have different results between this and Mage, the latter being optimized to run some May 12, 2025 · 解决ComfyUI Manager安全级别报错「This action is not allowed」的完整指南; 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？ An Upscale Image (using Model) node is now created as shown below. SUPIR upscaling wrapper for ComfyUI. Images don't have to be divisible by 8, 32 or 64 any photo. FaceDetailer Models: If I recall, Impact Pack includes the needed models to get you started, but if you want something else, you can find more by using ComfyUI Manager's "Model Manager" option. Mar 22, 2024 · Upscaler: This can be in the latent space or as an upscaling model; Upscale By: Basically, So there you have it, how to perform a “Hires fix” in ComfyUI. May 12, 2025 · ComfyUI Manger 是一个实用的插件，它可以帮你自动安装插件，下载模型等等，你可以把这个插件当成一个大的资源库，你可以随时使用它来进行下载内容，不过如果你在中国国内，可能会因为网络访问问题，导致下载体验不佳，但是ComfyUI Manager 可以方便我们日常的 ComfyUI 的使用，查找缺失节点等等 1. But it's weird. Upscale Model: 4xNMKD YandereNeo XL. Il simplifie les complexités de localisation et d'initialisation des modèles d'agrandissement, les rendant facilement disponibles pour des tâches de traitement ou d'inférence ultérieures. 5. - zamelsky/comfyui Jan 1, 2024 · Load Upscale Model. 我们知道，AI 生成的图片有时分辨率不够高，或者细节不够丰富。这时候，就需要用到 Upscale 技术，也就是图像放大和增强。ComfyUI 作为一个强大的、基于节点的工作流工具，自然也支持各种 Upscale 模型。今天，我… Jan 16, 2024 · はじめまして。X(twitter)の字数制限が厳しいうえにイーロンのおもちゃ箱状態で先が見えないので、実験系の投稿はこちらに書いていこうと思います。 Upscale AI画像生成にはローカル生成であるStable Diffusion 1. This Upscale Image (using Model) node. LDSR models have been known to produce significantly better results then other upscalers, but they tend to be much slower and require more sampling steps. 25, 1. The model used for upscaling. I primarily use NMKD YandereNeo (4x) now. Ultimate SD Upscale (No Upscale) Same as the primary node, but without the upscale inputs and assumes that the input image is already upscaled. One does an image upscale and the other a latent upscale. 2. articles on new photogrammetry software or techniques. You guys have been very supportive, so I'm posting here first. I have not done testing which one is actually better, personally i prefer ttl_nn tho. Like I can understand that using the Ultimate Upscale one could add more details through adding steps/noise or whatever you'd like to tweak on the node. If you are looking for upscale models to use you can find some on OpenModelDB open in new window Jan 8, 2024 · With the Ultimate SD Upscale tool, in hand the next step is to get the image ready for enhancement. Placez-les dans le dossier models/upscale_models, puis utilisez le nœud UpscaleModelLoader pour les charger et le nœud ImageUpscaleWithModel pour les utiliser. Mar 23, 2025 · Upscaler (SEGS): The SEGSUpscaler node is designed to enhance and upscale segmented images, providing a refined and high-quality output. fix」を使用してみてください！ Put them in the models/upscale_models folder then use the UpscaleModelLoader node to load them and the ImageUpscaleWithModel node to use them. Scale: 2X. The comfyui-model-downloader operates as a node within the ComfyUI environment. Designed for professionals needing top-notch detail, it delivers exceptional Jan 16, 2024 · はじめまして。X(twitter)の字数制限が厳しいうえにイーロンのおもちゃ箱状態で先が見えないので、実験系の投稿はこちらに書いていこうと思います。 Upscale AI画像生成にはローカル生成であるStable Diffusion 1. outputs¶ IMAGE. Discover the ImageUpscaleWithModel node in ComfyUI, designed for upscaling images using a specified upscale model. 图像放大节点图像放大节点图像放大节点可用于调整像素图像的大小。要使用AI放大图像，请参见节点。输入 image 要放大的像素图像。 upscale_method 用于调整大小的方法。 Width 目标宽度（像素）。 height 目标高度（像素）。 crop 是否对图像进行中心裁剪以保持原始潜在图像的宽高比。输出 IMAGE 调整 Mar 24, 2025 · This means you can focus more on your creative projects without worrying about the technical complexities of model management. 4くらいで足ります。実行した結果です。 Upscaleなし This model is designed to upscale the standard definition digital era of the Pokémon anime, which runs from late season 5 (Master Quest) to early season 12 (Galactic Battles). Contribute to kijai/ComfyUI-SUPIR development by creating an account on GitHub. You can load this image in ComfyUI open in new window to get the workflow. Think of it as a specialized tool that fetches models from the internet and places them directly into Upscaler (SEGS) ComfyUI Node What is this node? The Upscaler (SEGS) node in ComfyUI is designed to enhance image resolution while maintaining quality. It should be provided in a format compatible with the node's processing capabilities. The model_name parameter specifies the name of the upscale model you wish to load. From what I've generated so far, the model upscale edges slightly better than the Ultimate Upscale. Here is an example: Example. inputs¶ upscale_model. 添加 Upscale Image（using Model）节点. 25 upscale. This node is particularly beneficial for AI artists who want to improve the visual fidelity of their artwork without delving into the technical complexities of model management. Upscale Image (using Model) Input Parameters: upscale_model. Explore the concept of Upscale in AI-based image generation with ComfyUI. 먼저, OpenModelDB에서 사용하고자 하는 업스케일 모델을 다운로드하세요. If the workflow is not loaded, drag and drop the image you downloaded earlier. d125a3b verified 6 Both this workflow, and Mage, aims to generate the highest quality image, whilst remaining faithful to the original image. Category. How comfyui-model-downloader Works. Right-click an empty area of UI and select Add Node | loaders | Load Upscale Model. 放大图像可以选择在潜空间或像素空间中进行。像素空间放大的图像还原度较高，但精度提升有限。潜空间放大的图像由于进行了二次采样，精度提升空间大，但与原图也会存在一定的差异。 Upscale 模型下载：https:/… Découvrez le nœud UpscaleModelLoader dans ComfyUI, conçu pour charger des modèles d'agrandissement à partir de chemins spécifiés. - Ling-APE/ComfyUI-All-in-One-FluxDev-Workflow 使用する upscale モデルによって特性は様々ですが、古典的なアルゴリズムを使う ImageScale と比較すると、おおまかに以下のような特徴があります: 拡大率が固定。かなり遅い。元画像に含まれていない高周波成分を復元できることが多い。 Apr 10, 2024 · วิธีที่ 2 : ใช้ Upscale Image using Model. 5)やStable Diffusion XL(SDXL)、クラウド生成のDALL-E3など様々なモデルがあります。いずれ Jun 11, 2024 · Upscale Modelとかで検索すると出てくると思います。生成する. upscale_model. Hello, A1111 user here, trying to make a transition to Comfyui, or at least to learn of ways to use both. 5 and XL. Load Upscale Model 노드는 add node > loaders 에서 찾을 수 있으며, 말 그대로 업스케일링에 사용할 모델을 지정해주는 노드입니다. This node is particularly useful for AI artists who need to improve the resolution and detail of specific segments within an image. upscaler_hook_opt. Upscale Image Using Model if Need Input Parameters: upscale_model. Iterations means how many loops you want to do. Each method has its own characteristics and suitable scenarios. Contribute to CavinHuang/comfyui-nodes-docs development by creating an account on GitHub. May 12, 2025 · ComfyUIのUpscaleModelLoaderノードについて学びます。このノードは指定されたパスからアップスケールモデルをロードするために設計されています。アップスケールモデルの位置特定と初期化の複雑さを抽象化し、さらなる処理や推論タスクにすぐに利用できるようにします。 This node will do the following steps: Upscale the input image with the upscale model. This is a custom node that lets you take advantage of Latent Diffusion Super Resolution (LDSR) models inside ComfyUI. 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 May 12, 2025 · ローカルネットワークからComfyUIにアクセスする方法; ComfyUIでのフォントサイズ変更方法: ステップバイステップガイド; ComfyUI 出力フォルダの場所を変更する方法; ComfyUIの新メニューの有効化方法; 同じシードでもComfyUIとA1111で生成される画像が異なる理由 May 12, 2025 · Upscale Model Examples. The Wan2. if I feel I need to add detail, ill do some image blend stuff and advanced samplers to inject the old face into the process. This parameter specifies the upscaling model to be used for enhancing the image. Apr 24, 2024 · ComfyUI workflows for upscaling. Put the models here: ComfyUI\models\upscale_models; 1x Refiner Model - You can use the 1x models here for refining the video first. The method used for resizing. comfyui节点文档插件,enjoy~~. It leverages diffusion techniques to upscale images while allowing for the adjustment of scale ratio and noise augmentation to fine-tune the enhancement process. fix」を使用することが出来るのでおすすめの方法です。記事を参考にして「Upscale」と「Hires. I decided to create my own, thus Ultra Upscale was born. Following the application of the CCSR model, there's an optional step that involves upscaling once more by adding noise and utilizing the model_type: RGT and RGT-S model, former one usually better then the RGT-S upsacle: x2, x3, x4 upscale use_chop: process image with tiled operation, save lots vram About No description, website, or topics provided. Follow these steps to upscale your images. Links to different 3D models, images, articles, and videos related to 3D photogrammetry are highly encouraged, e. Jun 11, 2024 · Upscale Modelとかで検索すると出てくると思います。生成する. 5倍に縮小> そこからUltimate SD Upscaler(no upscale)に処理を投げるというかたち。本来の挙動そのままではないのですが、とりあえずまぁいいかと妥協してい May 12, 2025 · Upscale Image(using Model)|图像通过模型放大-ComfyUI节点. 1 model, open-sourced by Alibaba in February 2025, is a benchmark model in the field of video generation. Ultimate SD Oct 28, 2023 · ワークフローで自作する場合はデコードされたイメージに、「load upscale Model」を指定した「Upscale Image(using Model)」ノードをかましてから出力します。 512x512でつくると、2048x2048の画像ができあがります。「load upscale Model」は、AddNode＞Loadersにあります。 This ComfyUI Upscale Workflow leverages the strengths of the SUPIR Upscaler and the 4x Foolhardy Remacri model to achieve remarkable 8K resolution image upscaling. Jan 20, 2024 · Ultimate 插件 = 细节修复 + 放大图像两种模式Upscale 模式→修复细节 + 放大No Upscale 模式→仅修复细节 model_type直线（Linear）→ 默认，可能有拼接伪影棋盘（Chess）→推荐，优化拼接伪影适用于绘制壁纸先画小图960 × 540再放大到推荐 upscale 模型Anime4K（动漫风格 An All-in-One FluxDev workflow in ComfyUI that combines various techniques for generating images with the FluxDev model, including img-to-img and text-to-img. Load Upscale Model¶ The Load Upscale Model node can be used to load a specific upscale model, upscale models are used to upscale images. Width. Dec 30, 2024 · 文章浏览阅读5164次。### ComfyUI 放大模型存储路径在 ComfyUI 中，放大模型通常被放置于特定的目录下以便程序能够识别并加载这些模型。 So from VAE Decode you need a "Uplscale Image (using model)" under loaders. image. This optional parameter allows you to specify additional hooks for the upscaling process. In this easy ComfyUI Tutorial, you'll learn step-by-step how to upscale in ComfyUI. Place them into the models/upscale_models directory of ComfyUI. crop Jun 14, 2024 · LDSR Upscale: The LDSRUpscale node is designed to enhance the resolution of images using advanced Latent Diffusion Super Resolution (LDSR) techniques. example¶ example usage text with workflow image Mar 26, 2025 · It is ideal for scenarios where you need to upscale images dynamically based on their size, ensuring that only images below a certain area threshold are processed, thus saving time and resources. upscale_method. Flux. Though, from what someone else stated it comes to use case. If you are looking for upscale models to use you can find some on OpenModelDB open in new window May 12, 2025 · Upscale Models AI Magnification Model Resources Below are some repositories I’ve collected for magnification models. The Upscale Image node can be used to resize pixel images. It efficiently manages the upscaling process by adjusting the image to the appropriate device, optimizing memory usage, and applying the upscale model in a tiled manner to prevent potential out-of-memory errors. Results may also vary based So I made a upscale test workflow that uses the exact same latent input and destination size. This article organizes model resources from Stable Diffusion Official and third-party sources. The name of the upscale model. May 5, 2024 · こんにちは、はかな鳥です。前回、明瞭化アップスケールの方法解説として、『clarity-upscaler』のやり方を A1111版＆Forge版で行いましたが、今回はその ComfyUI版です。『clarity-upscaler』というのは一つの拡張機能というわけではなく、ここでは Controlnet や LoRA 等、さまざまな機能を複合して作動 May 12, 2025 · ComfyUI 文生图图片放大工作流. Oct 5, 2024 · Use 16T for base generation, and 2T for upscale. 3B (1. 2-4x faster ComfyUI Image Upscaling using Tensorrt ⚡ - yuvraj108c/ComfyUI-Upscaler-Tensorrt This is a community to share and discuss 3D photogrammetry modeling. This parameter represents the input image that you want to upscale. For HR, Blu-ray rip of that 加载放大模型节点加载放大模型节点加载放大模型节点可用于加载特定的放大模型，放大模型用于放大图像的尺寸。输入 model_name 放大模型的名称。输出 UPSCALE_MODEL 用于放大图像尺寸的放大模型。 Upscale Image (using Model) node. and because I myself use ComfyUI in my day-to-day work and find it tedious Sep 30, 2024 · Step-by-Step Guide for Ultimate SD Upscaler in ComfyUI This tutorial will guide you through using the UltimateSD Upscaler workflow on RunDiffusion, based on the provided JSON workflow file. 업스케일 모델은 따로 다운을 받은 뒤 ComfyUI 설치폴더 > models > upscale_models 폴더 에 옮겨주시면 됩니다. Model Preparation: Obtain the ESRGAN or other upscale models of your choice. May 12, 2025 · 解决ComfyUI Manager安全级别报错「This action is not allowed」的完整指南; 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？ Upscale Model Examples. 此节点设计用于使用指定的放大模型放大图像。它通过将图像调整到适当的设备、有效管理内存，并以平铺方式应用放大模型来处理放大过程，以适应潜在的内存不足错误。 Put them in the models/upscale_models folder then use the UpscaleModelLoader node to load them and the ImageUpscaleWithModel node to use them. Voici un exemple de comment utiliser des modèles d’upscale comme ESRGAN. I want to replicate the "upscale" feature inside "extras" in A1111, where you can select a model and the final size of the image. This node leverages advanced machine learning models to upscale images, ensuring high-quality results that maintain the integrity and details of the original image. The Load Upscale Model node can be used to load a specific upscale model, upscale models are used to upscale images. To upscale images using AI see the Upscale Image Using Model node. May 12, 2025 · Image Upscale With Model. fix」の使い方について解説しました。 ComfyUI_examplesを参考にして導入することで簡単に「Upscale」と「Hires. 我们可以继续使用上一个 workflow，然后先删掉 Upscale Image By 节点。然后添加 Upscale Image（using Model）节点，它在 All node → image → upscaling 里。添加 Load Upscale Model 节点. May 12, 2025 · This tutorial introduces three different methods for image upscaling in ComfyUI: pixel resampling, SD secondary sampling upscaling, and using dedicated upscaling models. So I'm happy to announce today: my tutorial and workflow are available. wallish77Created 2 years ago. This model is responsible for interpreting the input May 22, 2024 · ComfyUI Node: Upscale Model Loader (Searge) Class Name SeargeUpscaleModelLoader Category Searge/_deprecated_/Files. WLSH Nodes/upscaling. Here it is, the method I was searching for. Jun 11, 2024 · 次に、Upscale部です。通常サイズの画像出力をUltimate SD Upscaleに接続します。Ultimate SD Upscaleには、Upscale Model Loaderで読み込んだ4x NMKD Superscaleを接続しています。model、positive、negative、vaeは、通常サイズの画像生成で使用したものと同じものを接続しています。 Advanced Image Upscaling in ComfyUI Using Flux. bad-Hands-5. Jan 8, 2024 · Learn how to upscale images using ComfyUI and the 4x-UltraSharp model for crystal-clear enhancements. Load Upscale Model Input Parameters: model_name. pth. You get to know different ComfyUI Upscaler, get exclusive access to my Co Jan 5, 2024 · Start ComfyUI. 该节点会检测位于 ComfyUI/models/upscale_models 文件夹下的模型，同时也会读取你在 extra_model_paths Feb 23, 2025 · ComfyUI教學第二階段之[Upscale&SDXL]，本篇介紹 upscale 與 SDXL 的基本架構，包含相關控制項的調整、模型的選擇以及高級功能的使用。這個階段一共會分成三部影片、三篇文字版。 4倍拡大 <Load upscale modelにRealESRGAN_4plus_anime_6bとUpscale Image(using Model)> それを2倍拡大に縮小<upscale image byで0. In this tutorial we're using a 4x UltraSharp upscaling model known for its ability to significantly improve image quality. info/ หรือ Oct 5, 2024 · Use 16T for base generation, and 2T for upscale. 25x uspcale, it will run it twice for 1. This ComfyUI Upscale workflow utilizes the SUPIR (Scaling-UP Image Restoration), a state-of-the-art open-source model designed for advanced image and video enhancement. It uses SEGS (Semantic Edge Guided Super-Resolution) to upscale images efficiently. The target height in pixels. This guide explains the concept of image upscaling in AI drawing and demonstrates how to implement an image upscaling workflow in ComfyUI This model card provides links to common upscale models for ComfyUI, a tool for enhancing image quality. 8 weight. The pixel images to be upscaled. Purpose: Upscale VHS captures of Film material, but may work on VHS recorded native SD-TV material as well. 5 or 2x upscale. Aug 18, 2024 · ComfyUI를 사용하여 업스케일 모델을 사용하는 방법을 단계별로 설명드리겠습니다. This advanced ComfyUI workflow is perfect for creating ultra-high-resolution images, allowing for sharp, lifelike quality at massive scales. example¶ example usage text with workflow image Model card Files Files and versions Community 1 comfyui / upscale_models / ESRGAN_4x. 120 stars. Oct 22, 2023 · 1. I share many results and many ask to share. Hash. Flux Image Upscaling in ComfyUI is an invaluable tool for anyone looking to upscale images while preserving quality and delivering results quickly, making it perfect for use in both creative and production environments. This will get you sorted in minimal fashion. This involves creating a workflow in ComfyUI, where you link the image to the model and load a model. This node leverages a sophisticated model to upscale images, providing high-quality results that maintain the integrity and details of the original image. This optional parameter allows you to specify additional options for the upscaling model. example usage text with workflow image May 12, 2025 · Wan2. For HR, Blu-ray rip of that Jan 22, 2024 · 画像のアップスケールを行うアップスケーラーには・計算補完型アップスケーラー（従来型。Lanczosなど）・AIアップスケーラー（ニューラルネット使用。ESRGAN）の2種類があり、ComfyUIでは、どちらも使用することができます。 AIアップスケーラーを使用するワークフロー ComfyUIのExampleにESRGANを Apr 5, 2024 · ComfyUI 中有比较多的放大方法，哪种效果最好呢？今天和大家一起测试一下。原图选择这张，分辨率只有 254x254。我们的目标是把这张图放大 4 倍。一、Upscale Image(using Model) 首先我们试试最常用的 Upscale Image(using Model)。使用模型 4x-UltraSharp 可以直接放大 4 倍。 Load Upscale Model node. SD 1. inputs¶ model_name. The *Flux Upscaler* utilizes the Ultimate SD Upscaler node to boost images up to an impressive 4k, 8k, 16k, and 32k resolution, preserving intricate details and clarity. model_name. This node is a part of the ImpactPack plugin within ComfyUI, an advanced image processing interface. Anime: SD models: CamelliaMix. May 1, 2024 · Base Model. example. Use this if you already have an upscaled image or just want to do the tiled sampling. If you do 2 iterations with 1. Official Models 图像放大节点图像放大节点图像放大节点可用于调整像素图像的大小。要使用AI放大图像，请参见节点。输入 image 要放大的像素图像。 upscale_method 用于调整大小的方法。 Width 目标宽度（像素）。 height 目标高度（像素）。 crop 是否对图像进行中心裁剪以保持原始潜在图像的宽高比。输出 IMAGE 调整 So I was looking through the ComfyUI nodes today and noticed that there is a new one, called SD_4XUpscale_Conditioning which adds support for x4-upscaler-ema. Then another node under loaders> "load upscale model" node. The Upscale Image (using Model) node can be used to upscale pixel images using a model loaded with the Load Upscale Model node. pth May 12, 2025 · Discover the ImageUpscaleWithModel node in ComfyUI, designed for upscaling images using a specified upscale model. How to substitute Textual Inversions: just skip. https://openmodeldb. Contribute to greenzorro/comfyui-workflow-upscaler development by creating an account on GitHub. height. May 12, 2025 · ComfyUI で拡大モデルを使用した画像拡大. Updated 11 months ago. Connect the Load Upscale model with the Upscale Image (using model) to VAE Decode, then from that image to your preview/save image. Load Upscale Modelでモデルを選択して生成します。生成される画像のサイズはUpscale Modelにより異なりますが、4x-ultrasharpの場合は4倍にUpscaleされます。生成結果 Feb 24, 2024 · 这是 ComfyUI 教学第二阶段关于中阶使用的第三部，也是最后一部了。今天我们来看 upscale 跟 SDXL 的基本架构，XL 和我们之前讲的基础 workflow 虽然说差不算很多，但还是有差异嘛，今天会来看一下。 Oct 21, 2023 · Non-latent upscale method. So in those other UIs I can use my favorite upscaler (like NMKD's 4xSuperscalers) but I'm not forced to have them only multiply by 4x. Feb 3, 2025 · 「Load Upscale Model」は好きなものを選べばよいですが、今回は4x-UltraSharpを使っています。 Imageを2048×2048にアップスケールしたら、デコードしてLatentにしてから、Samplerに渡しています。これならDenoiseは0. Renowned for its fidelity and detail enhancement capabilities, the SUPIR Upscaler is a top choice for high-resolution image upscaling. Nov 13, 2023 · 以下の動画はアニメ風で「SwinIR 4x」「LDSR」「R-ESRGAN Anime6B」のUpscalerを使用して生成した結果になります。これら3つのアップスケーラーは、他よりも良い高解像の方法で画像生成することが出来るのでおすすめです。 ComfyUI Node: Upscale by Factor with Model (WLSH) Authored by . Load Upscale Modelでモデルを選択して生成します。生成される画像のサイズはUpscale Modelにより異なりますが、4x-ultrasharpの場合は4倍にUpscaleされます。生成結果 Mar 23, 2025 · Iterative Upscale (Image) Description Enhance image resolution through iterative upscaling for AI artists, preserving quality and details. Wire the UPSCALE_MODEL output of Load Upscale Model to upscale_model input The "Upscale by Factor with Model (WLSH)" node is designed to enhance the resolution of an image by a specified factor using a pre-trained upscaling model. Date: 2021-03-28. I wanted a very simple but efficient & flexible workflow. 1. pt to: 4x-UltraSharp. outputs. 4x Upscale Model - Choose from a variety of 1x,2x,4x or 8x model from the https://openmodeldb. A step-by-step guide to mastering image quality. ComfyUI 中提供了Upscale Image(using Model 使用模型放大图像节点使用模型放大图像节点使用模型放大图像节点可以用来通过加载的模型放大像素图像，该模型通过节点加载。输入 upscale_model 用于放大的模型。 image 要放大的像素图像。输出 IMAGE 放大后的图像。 Jul 25, 2023 · This upscaler is not mine, all the credit go to: Kim2091 Official WiKi Upscaler page: Here License of use it: Here HOW TO INSTALL: Rename the file from: 4x-UltraSharp. Here is an example of how to use upscale models like ESRGAN. example usage text with workflow image Sep 13, 2024 · 2x_VHS upscale and denoise Film. 0 license and offers two versions: 14B (14 billion parameters) and 1. OnlyAnime. Learn how to use ComfyUI, a Stable Diffusion GUI and backend, to apply Ultimate SD Upscale custom nodes to your AI generation routine. 3 billion parameters), covering various tasks including text-to-video (T2V) and image-to-video (I2V). 你会发现 Upscale Image（using Model）还有一个 model 端点需要连接。 (UPDATED) ComfyUI Guide to Flux Upscaling 3 methods by The most powerful and modular diffusion model GUI, api and backend with a graph/nodes interface. 通过以上步骤，我们就可以完成一个图片的放大，你可以看到在这个工作流中，核心主要在于 Load Upscale Model 和 Upscale Image(Using Model) 的组合，他们通过接收一个图像的输入，然后使用放大模型将图像放大。 May 12, 2025 · ComfyUIのImageUpscaleWithModelノードについて学びます。このノードは、指定されたアップスケールモデルを使用して画像を拡大するために設計されています。画像を適切なデバイスに調整し、メモリを効率的に管理し、タイル状にアップスケールモデルを適用することで、メモリ不足のエラーを回避 May 12, 2025 · Load Upscale Model-放大模型加载器. 모델 로더 노드 사용 I generally do the reactor swap at a lower resolution then upscale the whole image in very small steps with very very small denoise ammounts. outputs¶ UPSCALE_MODEL. inputs. This workflow can use LoRAs, ControlNets, enabling negative prompting with Ksampler, dynamic thresholding, inpainting, and more. The IterativeImageUpscale node is designed to enhance the resolution of images through a series of iterative upscaling processes. ComfyUI CCSR | ComfyUI Upscale Workflow. The models are from various repos and websites, and can be used by putting them in the /ComfyUI/models/upscale_models folder. fix」を使用してみてください！ Jun 26, 2024 · ComfyUIで「Upscale」と「Hires. With this method, you can upscale the image while also preserving the style of the model. The primary goal of this node is to streamline the model loading process, allowing you to focus on the creative aspects of your projects without worrying about the technical complexities of model management. UPSCALE_MODEL. This parameter specifies the model to be used for upscaling the image. During this time, the show was animated digitally in a 4:3 ratio. Jan 5, 2024 · Start ComfyUI. 🎉 Ultimate SD Upscale (BONUS) May 12, 2025 · Stable Diffusion Official Models Resources. 4 days ago · Upscale Model: You should be able to use whatever upscale model you like best. Jun 26, 2024 · ComfyUIで「Upscale」と「Hires. このガイドは、ComfyUIでさまざまなモデルをインストールするための包括的な概要を提供します。Stable Diffusionチェックポイント、LoRAモデル、embeddings、VAEs、ControlNetモデル、アップスケーラーなど、さまざまなモデルのインストールプロセスをカバーしています。 May 12, 2025 · Learn about the SD_4XUpscale_Conditioning node in ComfyUI, which is designed for enhancing the resolution of images through a 4x upscale process, incorporating conditioning elements to refine the output. Ultimate SD Upscale: The primary node that has the most of the inputs as the original extension script. Put them in the models/upscale_models folder then use the UpscaleModelLoader node to load them and the ImageUpscaleWithModel node to use them. The upscaled images. Accessing the Models in ComfyUI: On the ComfyUI interface, drag the UpscaleModelLoader node into your workflow area. Best results for me have been with RealESRGAN_x4. g. I used 4x-AnimeSharp as the upscale_model and rescale the video to 2x. safetensors (SD 4X Upscale Model) I decided to pit the two head to head, here are the results, workflow pasted below (did not bind to image metadata because I am using a very custom weird 「UpscaleModelLoader」UPSCALE_MODELから「ImageUpscaleWithModel」UPSCALE_MODELへ接続「ImageUpscaleWithModel」のimageとIMAGAEを「VAEDecode」と「SaveImage」にそれぞれ接続以上です In other UIs, one can upscale by any model (say, 4xSharp) and there is an additional control on how much that model will multiply (often a slider from 1 to 4 or more). Dataset: For LR, two-decade old VHS recording of a movie from TV, captured with enabled TBC on the VCR. If the upscaled size is larger than the target size (calculated from the upscale factor upscale_by), then downscale the image to the target size using the scaling method defined by rescale_method. info Website. Nothing fancy. Direct the node to the models/upscale_models folder, allowing it to access the Apr 16, 2024 · city96 model which has mdoel for 1. 1-dev-Controlnet-Upscaler Model: upscale_model_opt. This makes it a 4k image and it looks great, but it takes some time. How to substitute: with any anime model. This guide is designed for upscaling images while retaining high fidelity and applying custom models. These options can include advanced settings that fine-tune the behavior of the model. Once a Load Upscale Model node is created, you can select the model that you want to use by clicking the drop down list. Inputs. pth and RealESRGAN_x2. This method consists of a few steps: decode the samples into an image, upscale the image using an upscaling model, encode the image back into the latent space, and perform the sampler pass. In the CR Upscale Image node, select the upscale_model and set the rescale_factor. 画像リサンプリングによる拡大より速度が速い; 細部の品質は再サンプリングによる画像生成方法より劣る場合があります; 開始前の準備 May 12, 2025 · 업스케일 모델 예제 (Upscale Model Examples) ESRGAN과 같은 업스케일 모델을 사용하는 방법의 예제입니다. attach to it a "latent_image" in this case it's "upscale latent" Upscale Image node. It is licensed under the Apache 2. In the Load Video node, click on choose video to upload and select the video you want. With latent upscale model you can do only 1. 모델 다운로드 및 설치. It efficiently manages the upscaling process by adjusting the image to the appropriate device, optimizing memory usage, and applying the upscale model in a tiled manner to prevent potential out-of-memory 放大图像可以选择在潜空间或像素空间中进行。像素空间放大的图像还原度较高，但精度提升有限。潜空间放大的图像由于进行了二次采样，精度提升空间大，但与原图也会存在一定的差异。 Upscale 模型下载：https:/… Découvrez le nœud UpscaleModelLoader dans ComfyUI, conçu pour charger des modèles d'agrandissement à partir de chemins spécifiés. See examples, video tutorial and code for different modes and schemes. info/ . ซึ่งวิธีนี้เราจะต้องไปโหลด Upscale Model เพิ่มเติม อาจเอาจาก . Author SeargeDP (Account age: 4456days) Extension Mar 21, 2025 · 今回はComfyUIでできるアップスケールの備忘録。ベーシックなアップスケールと、Ultimate SD Upscale というA1111（ComfyUIとは別のAIイラスト生成ツール）で使われているアップスケーラーを試してみる。 Sep 13, 2024 · 2x_VHS upscale and denoise Film. Mar 27, 2025 · The Upscale Model Loader node is designed to facilitate the loading of pre-trained upscale models, which are used to enhance the resolution and quality of images. Use with 0. The upscale model used for upscaling images. 기본적으로 ESRGAN_4x Apr 5, 2025 · This method is particularly useful for AI artists who need to upscale images for high-resolution outputs without compromising on quality. 5)やStable Diffusion XL(SDXL)、クラウド生成のDALL-E3など様々なモデルがあります。いずれ Feb 24, 2024 · 这是 ComfyUI 教学第二阶段关于中阶使用的第三部，也是最后一部了。今天我们来看 upscale 跟 SDXL 的基本架构，XL 和我们之前讲的基础 workflow 虽然说差不算很多，但还是有差异嘛，今天会来看一下。 Oct 21, 2023 · Non-latent upscale method. Upscale Image (using Model)¶ The Upscale Image (using Model) node can be used to upscale pixel images using a model loaded with the Load Upscale Model node. The aspect ratio of 16:9 is the same from the empty latent and anywhere else that image sizes are used. The upscale_model parameter specifies the machine learning model used for upscaling the image. Here is an example: You can load this image in ComfyUI to get the workflow. Remember that 2x, 4x, 8x means it will upscale the original resolution x2, x4, x8 times. 5(SD1. Sep 11, 2024 · Sometimes you just need a quick upscale. ComfyUI SUPIR for Image Resolution | ComfyUI Upscale Workflow. 请在序号1处加载你电脑上的模型，或者使用 dreamshaper_8 然后就可以使用 Ctrl(Command)+enter 来进行图片生成; 在第二个 k-Sampler 处依旧是将denoise设置为一个较小的值; 在 ComfyUI 中使用放大模型放大图片. example usage text with workflow image Jul 24, 2024 · 🔍 CR Upscale Image Input Parameters: image. 1 ComfyUI Workflow. In this workflow, you will experience how SUPIR restores and upscales images to achieve photo-realistic results. pjisr ooynhc lxwxxqha oxxk crpgh etzum qjim xhfhhtwi zemav zrokimo