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    • Comfyui image refiner. 2占最多，比SDXL 1.

  • Comfyui image refiner We used the 80/20 ratio of the base and the refiner steps for the initial images. Description. Source image. This workflow add animate diff refiner pass, if you used SVD for refiner, the results were not good and If you used Normal SD models for refiner, they would be flickering. Created by: Leonardo Gonçalves: The image refinement process I use involves a creative upscaler that works through multiple passes to enhance and enlarge the quality of images. 7 in the Refiner Upscale to give a little room in the image to add details. This method is particularly effective for increasing the resolution of images while preserving the integrity and aesthetics of the original composition. 6 days ago · Save Image - Save Images to Local in ComfyUI. It leverages both a base model and a refiner model to iteratively improve the output, ensuring that the final image is more refined and closer to the desired outcome. The images should be in a format compatible with the node, typically as tensors. Image to Image is a workflow in ComfyUI that allows users to input an image and generate a new image based on it. TLDR, workflow: link. 629. Aug 11, 2024 · In this video, Scott Detweiler demonstrates how to fix hand issues in images generated by Stable Diffusion using ComfyUI and the MeshGraphormer Hand Refiner. Mar 26, 2025 · To achieve this, we can use a customized refiner workflow. json and add to ComfyUI/web folder. Conditioning(Text,Image)->Latent Space(Unet)->VAE Decoder->Pixel Image 5 days ago · CLIP Text Encode SDXL Refiner CLIPTextEncodeSDXLRefiner Documentation. Added film grain and chromatic abberation, which really makes some images much more believable. g. com/drive/folders/1C4hnb__HQB2Pkig9pH7NWxQ05LJYBd7D?usp=drive_linkStable Diffusion XL comes with a Base model / ch Welcome to the unofficial ComfyUI subreddit. 0. 0. SDXL ComfyUI Stability Workflow - What I use internally at Stability for my AI Art. This was the base for my Mar 11, 2025 · MeshGraphormer Hand Refiner Input Parameters: image. 0 Base+Refiner比较好的有26. I learned about MeshGraphormer from this youtube video of Scott Detweiler, but felt like simple inpainting does not do the trick for me, especially with SDXL. Bypass things you don't need with the switches. Merging 2 Images together. 3 - 1. The Refiner is used to improve the first generated image, adding details, fixing hand mutations, and other small errors. However, the SDXL refiner obviously doesn't work with SD1. We stopped the base at 40 out of 50 steps and did the last 10 steps with the refiner. The SDXL base checkpoint can be used like any regular checkpoint in ComfyUI. It’s like a one trick pony that works if you’re doing basic prompts, but if trying to be precise it can become a hurdle more than a helper Created by: Silvia Malavasi: This workflow generates an image from a reference image plus a text prompt. Jul 8, 2024 · 引入高级采样器，替换基础采样器采样步骤拆分，前20步用于基础生成，后10步Refiner优化Refiner模型进一步提升图像质量VAE 解码优化，确保不同阶段的正确输出优化文本输入方式，提高灵活性新增预览功能，方便实时观察效果最终，该流程可以生成更细腻、更符合Prompt描述的高质量图像。 SDXL 1. Base + lora + Refiner SD1. google. Both, the source image and the mask (next to the prompt inputs) are used in this mode. The refiner improves hands, it DOES NOT remake bad hands. Because they are so configurable, ComfyUI generations can be optimized in ways that AUTOMATIC1111 generations cannot. 2024-07-25 00:32:00. It will only make bad hands worse. component. Works with SDXL. Download Workflow : OpenAI link. The red node you see is IP ADAPTER APPY. This is similar to the image to image mode, but it also lets you define a mask for selective changes of only parts of the image. ir are displayed above other components. 0 Base Only 多出4%左右 Comfyui工作流： Base only. Please save the component designed for Image Refiner as component_name. And above all, BE NICE. The denoise controls the amount of noise added to the image. 2024-05-18 18:05:01. The value of this parameter will determine how much the image changes after refinement. to your hardware capacity) 2) Set Refiner Upscale Value and Denoise value Use a value around 1. It detects hands and improves what is already there. The sampler types add noise to the image (meaning it'll change the image even if the seed is fixed). Inpaint using ANY typical SDXL model in ComfyUI. ComfyUI Hand Face Refiner. I'm creating some cool images with some SD1. Set the image seed to fixed and generate the image with 0,5,10,20 etc steps of refining. The lower the denoise the less noise will be added and the less the image will change. For now, keep the crop disabled and the method “nearest ComfyUI_MaraScott_nodes is an extension set designed to improve the readability of ComfyUI workflows and enhance output images for printing. It offers a Bus manager, an Upscaler/Refiner set of nodes for printing purposes, and an Inpainting set of nodes to fine-tune outputs. SDXL 1. The core of the composition is created by the base SDXL model and the refiner takes care of the minutiae. However, they are imperfect, and we observe recurring issues with eyes and lips. Input images should be put in the input Hands are finally fixed! This solution will work about 90% of the time using ComfyUI and is easy to add to any workflow regardless of the model or LoRA you Next, we will resize the input image to match our generation size. This solution works about 90% of the time and is applicable to various models and LoRAs. What it's great for: Merge 2 images together with this ComfyUI workflow. 3つ目のメリットとして、ComfyUIは全体的に動作が速い点が挙げられます。 Inside the workflow Upload starting image Set svd or svd_xt Set fps, motion bucket, augmentation Set Resolution (it's set automatically but you can also change acc. 2k次，点赞22次，收藏19次。本文指导用户如何在ComfyUI中使用Refiner模型进行图像细化，包括添加Refiner模型、设置关键词输入、应用高级K采样器以及连接VAE解码和保存。 Apr 2, 2025 · KSampler with Refiner: The refine node is designed to enhance the quality and detail of generated images by utilizing a two-step sampling process. ComfyUI ControlNet aux: Plugin with preprocessors for ControlNet, so you can generate images directly from ComfyUI. Google Link. 2024-05-18 21:20:01. Discussion comfyui-art-venture - DeepDanbooruCaption (1) ComfyUI Aug 20, 2023 · The first images generated with this setup look better than the refiner. FOR HANDS TO COME OUT PROPERLY: The hands from the original image must be in good shape. From my experience Refiner can do good, but often it does the opposite and Base images are better. Dec 1, 2023 · This is the official repository of the paper HandRefiner: Refining Malformed Hands in Generated Images by Diffusion-based Conditional Inpainting . https://github. The refiner helps improve the quality of the generated image. The workflow we're using does a portion of the image with base model, sends the incomplete image to the refiner, and goes from there. OpenArt What is Image to Image. com/ltdrdata/ComfyUI Hi, I've been inpainting my images with the Comfy UI's custom node called Workflow Component feature - Image refiner as this workflow is simply the quickest for me (The A1111 or other UI's are not even close comparing to the speed). 2占最多，比SDXL 1. 6 - 0. x, Base only. Jun 25, 2024 · Basically, in 5 easy steps now You can generate images with PIXART-Σ in ComfyUI, YAY!!! kind of (6-ish) - if you do not want to use refiner at all - simply save image after the first VAE decoding to disk with corresponding node For example: SD15 refiner: SDXL refiner: Img2Img works by loading an image like this example image, converting it to latent space with the VAE and then sampling on it with a denoise lower than 1. , incorrect number of fingers or irregular shapes, which can be effectively rectified by our HandRefiner (right in each pair). You can apply loras too. Wanted to share my approach to generate multiple hand fix options and then choose the best. Read Docs 多了 refiner 模型加载器，多了 refiner 模型切换时机。 上期回顾： 超详细的 Stable Diffusion ComfyUI 基础教程（一）：安装与常用插件 前言 相信大家玩 Stable Diffusion（以下简称 SD）都是用的 web UI 操作界面吧，不知道有没有小伙伴听说过 ComfyUI。 阅读文章 >. Figure 1: Stable Diffusion (first two rows) and SDXL (last row) generate malformed hands (left in each pair), e. Please keep posted images SFW. Mar 31, 2024 · 文章浏览阅读2. 7. TLDR This video tutorial explores the use of the Stable Diffusion XL (SDXL) model with ComfyUI for AI art generation. ir. Input images should be put in the input ComfyUI Manager: Plugin for CompfyUI that helps detect and install missing plugins. Hi amazing ComfyUI community. In this mode you can generate images from text descriptions and a source image. Learn about the SaveImage node in ComfyUI, which is designed for saving images to disk. This involves additional clip conditioning and aesthetic scoring. 0 Refiner Automatic calculation of the steps required for both the Base and the Refiner models Quick selection of image width and height based on the SDXL training set XY Plot ControlNet with the XL OpenPose model (released by Thibaud Zamora) Control-LoRAs (released by Stability AI): Canny, Depth, Recolor, and Sketch 5 days ago · Img2Img works by loading an image like this example image, converting it to latent space with the VAE and then sampling on it with a denoise lower than 1. The guide provides insights into selecting appropriate scores for both positive and negative prompts, aiming to perfect the image with more detail, especially in challenging areas like Dec 11, 2024 · 前言：创建流程：加载 refiner 模型：关键词输入：K采样器（高级）：VAE解码及保存图像：知识点扩展：视频版教程详见B站百度网盘链接：夸克网盘链接：">夸克网盘链接： ComfyUI 从入门到进阶教程陆续更新，也会分享一些工作流 Dec 19, 2023 · Generation Speed. 2. The only important thing is that for optimal performance the resolution should be set to 1024x1024 or other resolutions with the same amount of pixels but a different aspect ratio. Tip 3: This Workflow Can also be used as vid2vid style conversion, Just Input the Original Source Frames as Raw Input and Denoise upto 0. 0 Jan 6, 2024 · Refiners are introduced as a means to enhance the detail and quality of the initial image. Through meticulous preparation, the strategic use of positive and negative prompts, and the incorporation of Derfuu nodes for image scaling, users can achieve customized Dec 29, 2023 · I really love the concept of the image refiner - it has so much potential (have you thought about breaking it out to be it's own custom node? I think many people would want to use it without wantin Welcome to the unofficial ComfyUI subreddit. x, SD2. json. Image Refiner (x2304) Image Refiner (x2304) 5. No TensorRT support (doesn't support Lora) No A/B Preview. ThinkDiffusion Merge_2_Images. To understand better, read the below link talking about the sampler types. ComfyUI Relighting ic-light workflow #comfyui #iclight #workflow. Use "Load" button on Menu. Welcome to the unofficial ComfyUI subreddit. I don't know how it's done in ComfyUI, but beside A1111 Face Restoration there is also ADetailer, that can fix/improve faces and hands. A lot of people are just discovering this technology, and want to show off what they created. Next, we will resize the input image to match our generation size. The main setting here is denoise. It explains the workflow of using the base model and the optional refiner for high-definition, photorealistic images. Components that end with . Discover the Ultimate Workflow with ComfyUI in this hands-on tutorial, where I guide you through integrating custom nodes, refining images with advanced tool Nov 25, 2023 · If you want to upscale your images with ComfyUI then look no further! The above image shows upscaling by 2 times to enhance the quality of your image. 🤔 I also made the point that the refiner model does not improve my images much, so I do 官方在discord上chatbot测试的数据，文生图觉得SDXL 1. 5 models and I don't get good results with the upscalers either when using SD1. It's easy to test yourself. For now, keep the crop disabled and the method “nearest Welcome to the unofficial ComfyUI subreddit. The generation process is a 2-steps with refiner. We leverage the new (beta) Comfy Registry to host our nodes. Custom nodes pack for ComfyUI This custom node helps to conveniently enhance images through Detector, Detailer, Upscaler, Pipe, and more. Lora support Oct 9, 2023 · In this video, demonstrate how to easily create a color map using the "Image Refiner" of the "ComfyUI Workflow Component". And you can also the use these images for refiner again :D in Tip 2 _____ 3_0) AnimateDiff Refiner_v3. Dec 29, 2024 · ### ComfyUI Refiner模型使用说明 在ComfyUI中，Refiner模型用于改进由基础模型生成的结果。通过引入Refiner模型，可以显著提升图像的质量和细节层次。为了更好地理解和应用这些模型，在安装并配置好ComfyUI环境之后，需遵循特定的工作流程。 Dec 28, 2023 · 🙂‍ In this video, we show how to use the SDXL Base + Refiner model. " It will also add layers to the generated images. In this process, Pony/Illustrious models serve as the foundational layer, taking advantage of their strong prompt understanding and NSFW capabilities, while SDXL models are applied slightly later in the diffusion process to enhance the realism. Connect the image input slot to the image loader, then convert the width and height to input slots and connect to Image Width and Image Height nodes accordingly. Try to play with IP adapter weight. Base + Refiner. This parameter is crucial as it provides the visual data from which the depth maps will be generated. Simply download the Link to my workflows: https://drive. 0 ComfyUI Most Powerful Workflow With All-In-One Features For Free (AI Tutorial) Edit the parameters in the Compostion Nodes Group to bring the image to the correct size and position, describe more about the final image to refine the entire image consistency and aesthetic lighting and composition, try a few times to get the desired results SDXL Examples. Please share your tips, tricks, and workflows for using this software to create your AI art. Follow along as we uncover th Aug 8, 2023 · 執筆時点ではStable Diffusion web UIのほうはrefinerモデルにまだ完全に対応していないのですが、ComfyUIは既にSDXLに対応済みで簡単にrefinerモデルを使うことができます。 動作が速い. 7. It handles the process of converting image data from tensors to a suitable image format, applying optional metadata, and writing the images to specified locations with configurable compression levels. 5 models in ComfyUI but they're 512x768 and as such too small resolution for my uses. The image parameter represents the input image or a batch of images that you want to process. CLIP のモデルを指定します。 refiner model に対応したモデルが必要です。 width height Apr 28, 2024 · 間違いのお知らせ 申し訳ありません、Ksamplerの設定を間違っていたので記事とワークフローを修正しました はじめに SDXLの目玉機能であるRefiner… 正直、あまり使われていない機能ですが、使い方によってはモデルの持つ特性を越えた生成が実現出来たりします SDXLのRefinerをComfyUIで使う時 Still, I’ll explain its settings as it will help understand the general concept of image generation. Refiner, face fixer, one LoRA, FreeUV2, Self-attention Guidance, Style selectors, better basic image adjustment controls. 5 models. 7K. - ltdrdata/ComfyUI-Impact-Pack Jan 8, 2024 · This comprehensive guide offers a step-by-step walkthrough of performing Image to Image conversion using SDXL, emphasizing a streamlined approach without the use of a refiner. Flux AI Images Refiner And Upscale With SDXLWe delve into the art of refining and upscaling AI images generated by FLUX models. No Lora support (TensorRT limitation) HyWorkflow_NO_TRT_NO_AB. Then open up the images in an image viewer and swap back and forth between them and you'll easily see how much the refiner has done at differing numbers of steps. The "Ancestral samplers" explains how some samplers add noise, possibly creating different images after each run. Follow along as we uncover th Flux AI Images Refiner And Upscale With SDXLWe delve into the art of refining and upscaling AI images generated by FLUX models. Download . How to upscale your images with ComfyUI: View Now: Merge 2 images together: Merge 2 images together with this ComfyUI workflow: View Now: ControlNet Depth Comfyui workflow: Use ControlNet Depth to enhance your SDXL images: View Now: Animation workflow: A great starting point for using AnimateDiff: View Now: ControlNet workflow: A great starting Just update the Input Raw Images directory to Refined phase x directory and Output Node every time. (example of using inpainting in the workflow) パラメータについては、小さな denoise で refiner model を文字通り refiner 用途で利用するか、大きな denoise で『画像生成』するかによって、影響度合いが違うようです。 clip. Class name: CLIPTextEncodeSDXLRefiner Category: advanced/conditioning Output node: False This node specializes in refining the encoding of text inputs using CLIP models, enhancing the conditioning for generative tasks by incorporating aesthetic scores and dimensions. 14 KB. I have good results with SDXL models, SDXL refiner and most 4x upscalers. Yeah I feel like the refiner is pretty biased and depending on the style I was after it would sometimes ruin an image altogether. Belittling their efforts will get you banned. For this, Add Node > image > upscaling > Upscale Image. 5 days ago · SDXL Examples. When you press the "Generate" button, it will generate images by inpainting the masked areas based on the number specified in "# of cand. Process Steps: Initial Pass: The original image is processed for Sep 9, 2024 · They are published under the comfyui-refiners registry We only support our new Box Segmenter at the moment, but we're thinking of adding more nodes since there seems to be a demand for it. 0 reviews. Image to Image can be used in scenarios such as: Converting original image styles, like transforming realistic photos into artistic styles; Converting line art into realistic images; Image restoration Feb 14, 2025 · A/B Preview needs to generate 2 images so you can see the influence of your refiner, but if you're looking for speed you can sacrifice A/B Preview. Sytan SDXL ComfyUI: Very nice workflow showing how to connect the base model with the refiner and include an upscaler. uivt ysusw dhh ofaws ntpg nrojbw auiett qop lrenna vqzlmo