Comfyui apply mask to image

Comfyui apply mask to image. I know I can take my mask and video into AE but it would be nice if I could do it all in comfyui and have it be one part of a larger worflow. This transformation allows for the visualization and further processing of masks as images, facilitating a bridge between mask-based operations and image-based applications. Let's you apply a modulo if needed. mask: MASK: The 'mask' output represents the separated alpha channel of the input image, providing the transparency information. The y coordinate of the pasted mask in pixels. ) Finally, use ENVIMaskRaster to apply the mask to the single-band image. The feathered mask. blend_mode. The Convert Image yo Mask node can be used to convert a specific channel of an image into a mask. Aug 9, 2024 · This node is designed for compositing operations, specifically to join an image with its corresponding alpha mask to produce a single output image. The mask that is to be pasted. How to use this workflow Please refer to the Dec 19, 2023 · Want to output preview images at any stage in the generation process? Want to run 2 generations at the same time to compare sampling methods? This is my favorite reason to use ComfyUI. upscale images for a highres workflow. Feel like theres prob an easier way but this is all I could figure out. Clear mask on the current frame. The IPAdapter are very powerful models for image-to-image conditioning. Created by: yu: What this workflow does Generate an image featuring two people. ( not Ctrl+Z! That's the standard shortcuts for ComfyUI. The lower the denoise the less noise will be added and the less the image will change. image. example¶ example usage text with workflow image To use characters in your actual prompt escape them like \( or \). Image Composite Masked Documentation. This creates a copy of the input image into the input/clipspace directory within ComfyUI. Images can be uploaded by starting the file dialog or by dropping an image onto the node. The blurred pixel image. support mask parameter; Supported blending modes: Sep 25, 2023 · According to your mask and the degree of visibility you want on the final image, you can modify the strength under Apply ControlNet block. This binary mask can be used for various image processing tasks, such as masking out regions, segmentation, or as an input for The GrowMask node is designed to modify the size of a given mask, either expanding or contracting it, while optionally applying a tapered effect to the corners. mask_mapping_optional - If there are a variable number of masks for each image (due to use of Separate Mask Components), use the mask mapping output of that node to paste the masks into the correct image. example¶ example SEGM Detector (combined) - Detects segmentation and returns a mask from the input image. blend_factor. For example, consider the following code: import numpy as np import matplotlib. Sep 23, 2023 · Is the image mask supposed to work with the animateDiff extension ? When I add a video mask (same frame number as the original video) the video remains the same after the sampling (as if the mask has been applied to the entire image). The value to fill the mask with. A pixel image. How much to feather edges on the right. The quality and dimensions of the output image are directly influenced by the original image's properties. bottom. 1 [schnell] for fast local development These models excel in prompt adherence, visual quality, and output diversity. It is crucial for determining the areas of the image that match the specified color to be converted into a mask. The height of the area in pixels. x. Oct 20, 2023 · Open the Mask Editor by right-clicking on the image and selecting “Open in Mask Editor. Oct 20, 2023 · You can load a mask from a black and white or grayscale image saved on your hard drive. example¶. The radius of the gaussian. Masks provide a way to tell the sampler what to denoise and what to leave alone. We also include a feather mask to make the transition between images smooth. Leave this unused otherwise. Jul 6, 2024 · It takes the image and the upscaler model. 1 and 1. How to blend the images. You can increase and decrease the width and the position of each mask. Use the Set Latent Noise Mask to attach the inpaint mask to the latent sample. right. Shortcut keys are alt+Z/shift+alt+Z. The mask to be cropped. Mask. example usage text with workflow image mask. Any way to paint a mask inside Comfy or no choice but to use an external image editor ? To create a seamless workflow in ComfyUI that can handle rendering any image and produce a clean mask (with accurate hair details) for compositing onto any background, you will need to use nodes designed for high-quality image processing and precise masking. The mask that is to be pasted in. BBOX Detector (combined) - Detects bounding boxes and returns a mask from the input image. Check my ComfyUI Advanced Understanding videos on YouTube for example, part 1 and part 2. inputs¶ image. 0 models for Stable Diffusion XL were first dropped, the open source project ComfyUI saw an increase in popularity as one of the first front-end interfaces to handle the new model… May 1, 2024 · A default grow_mask_by of 6 is fine for most use cases. Feather Mask¶ The Feather Mask node can be used to feather a mask. upscale_method: COMBO[STRING] The method used for upscaling the image. In the example below an image is loaded using the load image node, and is then encoded to latent space with a VAE encode node, letting Imagine I have two people standing side by side. Digging around in the source I found two minor changes needed in nodes_masks. 0. Solid Mask¶ The Solid Mask node can be used to create a solid masking containing a single value. ComfyUI Node: Base64 To Image Loads an image and its transparency mask from a base64-encoded data URI. example usage text with workflow image The Apply Style Model node can be used to provide further visual guidance to a diffusion model specifically pertaining to the style of the generated images. The sigma of the gaussian, the smaller sigma is the more the kernel in concentrated on the center pixel. The node allows you to expand a photo in any direction along with specifying the amount of feathering to apply to the edge. 44 KB ファイルダウンロードについて ダウンロード プロンプトに(blond hair:1. WAS_Image_Blend_Mask 节点旨在使用提供的遮罩和混合百分比无缝混合两张图像。 它利用图像合成的能力，创建一个视觉上连贯的结果，其中一个图像的遮罩区域根据指定的混合级别被另一个图像的相应区域替换。 Mar 21, 2024 · 1. ComfyUI Flux Latent Upscaler: Download 5. Inputs: image and mask; Outputs: RGBA image with mask used as transparency; API for model inspection Jun 25, 2024 · The ComfyUI Vid2Vid offers two distinct workflows to creating high-quality, professional animations: Vid2Vid Part 1, which enhances your creativity by focusing on the composition and masking of your original video, and Vid2Vid Part 2, which utilizes SDXL Style Transfer to transform the style of your video to match your desired aesthetic. 5. ComfyUI also has a mask editor that can be accessed by right clicking an image in the LoadImage node and “Open in MaskEditor”. The UploadToHuggingFace node can be used to upload the trained LoRA to Hugging Face for sharing and further use with ComfyUI FLUX. ComfyUI 用户手册; 核心节点. When applying a mask the mask will also be resized. The blended pixel image. width. How much to feather edges on the bottom. ) Guided Filter Alpha Use a guided filter to feather edges of a matte based on similar RGB colors. The width of the area in pixels. inputs¶ value. “ Use the editing tools in the Mask Editor to paint over the areas you want to select. pyplot as plt import scipy from skimage import feature # Create image image = scipy. Use ImageCompositeMasked (ComfyUI vanilla node) to combine it with another image. Scale Image to Side: Scales an image to the selected side (width, height, shortest, longest). input_image - is an image to be processed (target image, analog of "target image" in the SD WebUI extension); Supported Nodes: "Load Image", "Load Video" or any other nodes providing images as an output; source_image - is an image with a face or faces to swap in the input_image (source image, analog of "source image" in the SD WebUI extension); IMAGE: The input image to be upscaled. A new mask composite containing the source pasted into destination. The Set Latent Noise Mask is suitable for making local adjustments while retaining the characteristics of the original image, such as replacing the type of animal. I can convert these segs into two masks, one for each person. height. After editing, save the mask to a node to apply it to your workflow. 1 [pro] for top-tier performance, FLUX. The mask to be inverted. images[0] plt. 2. Paste the mask from the previous frame to the current frame. color: INT: The 'color' parameter specifies the target color in the image to be converted into a mask. In order to perform image to image generations you have to load the image with the load image node. The mask to be feathered. Masks from the Load Image Node. The mask to be converted to an image. The mask created from the image channel. Input images should be put in the input Convert Image to Mask¶ The Convert Image yo Mask node can be used to convert a specific channel of an image into a mask. The cropped mask. This determines the total number of pixels in the upscaled Apr 3, 2024 · Rotate Image: Rotates an image and outputs the rotated image and a mask. It plays a central role in the composite operation, acting as the base for modifications. (Or, use the BinaryGTThresholdRaster task when writing a script that uses ENVITasks. I found the best results between 1. It effectively combines visual content with transparency information, enabling the creation of images where certain areas are transparent or semi-transparent. ComfyUI provides a variety of nodes to manipulate pixel images. example¶ example usage text with workflow image Jul 16, 2017 · Yes, you can apply the mask first, but this will give seriously sub-par results. source: MASK: The secondary mask that will be used in conjunction with the destination mask to perform the specified operation, influencing the final output mask. Mar 21, 2023 · From Decode. ComfyUI Workflow: Flux Latent Upscaler 5. I can extract separate segs using the ultralytics detector and the "person" model. This mask should be an image where different regions are marked for separation. In order to achieve better and sustainable development of the project, i expect to gain more backers. Once the image has been uploaded they can be selected inside the node. Those elements are isolated as masks. Regional Prompt By Color Mask (Inspire): Similar to Regional Prompt Simple (Inspire), this function accepts a color mask image as input and defines the region using the color value that will be used as the mask, instead of directly receiving the mask. figure() plt. You can use it to blend two images together using various modes. Then you can use the CROP_DATA output on a Image Paste node. The LoadImage node uses an image’s alpha channel (the “A” in “RGBA”) to create MASKs. Change the thickness of the masking. (This node is in Add node > Image > upscaling) To use this upscaler workflow, you must download an upscaler model from the Upscaler Wiki, and put it in the folder models > upscale_models. MASK. Also if you want better quality inpaint I would recommend the impactpack SEGSdetailer node. g. 遮罩; 加载图像作为遮罩节点 (Load Image As Mask) 反转遮罩节点 (Invert Mask) 实心遮罩节点（Solid Mask） 将图像转换为遮罩节点 (Convert Image To Mask) All the images in this repo contain metadata which means they can be loaded into ComfyUI with the Load button (or dragged onto the window) to get the full workflow that was used to create the image. In this group, we create a set of masks to specify which part of the final image should fit the input images. Alternatively, set up ComfyUI to use AUTOMATIC1111’s model files. Mask Masks provide a way to tell the sampler what to denoise and what to leave alone. Which is exactly what I want: I'd love to be able to then use the generated black and white mask, apply it to my video clip to make everything but the subject transparent, and then combine it with another background image. megapixels: FLOAT: The target size of the image in megapixels. mgrid[:image. This node is particularly useful for AI artists who need to convert their images into masks that can be used for various purposes such as inpainting, vibe transfer, or other This image has had part of it erased to alpha with gimp, the alpha channel is what we will be using as a mask for the inpainting. Imagine that you follow a similar process for all your images: first, you do generate an image. Copies a mask into the alpha channel of an image. Class name: LoadImageMask Category: mask Output node: False The LoadImageMask node is designed to load images and their associated masks from a specified path, processing them to ensure compatibility with further image manipulation or analysis tasks. The Convert Mask to Image node can be used to convert a mask to a grey scale image. These nodes can be used to load images for img2img workflows, save results, or e. The MaskToImage node is designed to convert a mask into an image format. Image（图像节点） 加载器; 条件假设节点（Conditioning） 潜在模型（Latent） 遮罩. The Invert Mask node can be used to invert a mask. うまくいきました。 高波が来たら一発アウト. The pixel image to be converted to a mask. image: IMAGE: The input image to be upscaled to the specified total number of pixels. Pro Tip: A mask Jun 19, 2024 · Switch (images, mask): The ImageMaskSwitch node is designed to provide a flexible way to switch between multiple image and mask inputs based on a selection parameter. How much to feather edges on the left. Jul 31, 2023 · CLIPSeg takes a text prompt and an input image, runs them through respective CLIP transformers and then auto-magically generate a mask that “highlights” the matching object. The output of this node is an image tensor representing the mask. datasets import load_sample_images dataset = load_sample_images() temple = dataset. We would like to show you a description here but the site won’t allow us. outputs. 9. Locate the IMAGE output of the VAE Decode node and connect it to the images input of the Preview Image node you just added. Images to RGB: Convert a tensor image batch to RGB if they are RGBA or some other mode. With this syntax "{wild|card|test}" will be randomly replaced by either "wild", "card" or "test" by the frontend every time you queue the prompt. These nodes provide a variety of ways create or load masks and manipulate them. And outputs an upscaled image. This functionality is crucial for dynamically adjusting mask boundaries in image processing tasks, allowing for more flexible and precise control over the area of interest. ROOT_DIR, $ The Image Alpha Mask Merge node is designed to seamlessly combine an image with a corresponding alpha mask, effectively integrating transparency information into the image. (early and not All the images in this repo contain metadata which means they can be loaded into ComfyUI with the Load button (or dragged onto the window) to get the full workflow that was used to create the image. What I am basically trying to do is using a depth map preprocessor to create an image, then run that through image filters to "eliminate" the depth data to make it purely black and white so it can be used as a pixel perfect mask to mask out foreground or background. (early and not MASK: The primary mask that will be modified based on the operation with the source mask. 1. mask. You can use {day|night}, for wildcard/dynamic prompts. A good place to start if you have no idea how any of this works is the: ComfyUI Basic Tutorial VN: All the art is made with ComfyUI. When there are one or more images selected, you can Progress selected images to send them out. imshow(temple) Since, we need to use the second image as mask, we must do a binary thresholding operation. Then, I turn those elements into SEGS. ROOT_DIR, $ ComfyUI reference implementation for IPAdapter models. Change edit frame. Class name: ImageCompositeMasked Category: image Output node: False The ImageCompositeMasked node is designed for compositing images, allowing for the overlay of a source image onto a destination image at specified coordinates, with optional resizing and masking. This node is particularly useful for AI artists who need to manipulate images with varying levels of transparency, such as creating composite images or preparing assets for Convert Mask to Image node. py to fix this: ComfyUI IPAdapter Plus; ComfyUI InstantID (Native) ComfyUI Essentials; ComfyUI FaceAnalysis; Not to mention the documentation and videos tutorials. The x coordinate of the pasted mask in pixels. Use ENVIBinaryGTThresholdRaster to create the binary mask, as this example shows. Think of it as a 1-image lora. example¶ example usage text with workflow image Canvas. This parameter is central to the node's operation, serving as the primary data upon which resizing transformations are applied. The denoise controls the amount of noise added to the image. image2. Aug 26, 2024 · ComfyUI FLUX Training Finalization: The FluxTrainEnd node finalizes the LoRA training process and saves the trained LoRA. This node can be found in the Add Node > Image > Pad Image for Outpainting menu. If my custom nodes has added value to your day, consider indulging in a coffee to fuel it further! Category: image/upscaling; Output node: False; This node is designed for upscaling images using a specified upscale model. It might cause unexpected Jul 27, 2024 · Use bicubic interpolation for smoother and higher-quality resized masks, especially when dealing with complex or detailed masks. Feb 24, 2024 · ComfyUI is a node-based interface to use Stable Diffusion which was created by comfyanonymous in 2023. ComfyUI lets you do many things at once. Invert Mask node. You can use the mask feature to specify separate prompts for the left and right sides. The x coordinate of the area in pixels. example. The pixel image. Based on GroundingDino and SAM, use semantic strings to segment any element in an image. This parameter is crucial for determining the input data that will undergo the rebatching process. IMAGE. The values from the alpha channel are normalized to the range [0,1] (torch. 1), 1girlで生成。 黒髪女性の画像がブロンド女性に変更される。 画像全体に対してi2iをかけてるので人物が変更されている。 手作業でマスクを設定してのi2i 黒髪女性の画像の目 Aug 9, 2024 · image: IMAGE: The 'image' output represents the separated RGB channels of the input image, providing the color component without the transparency information. (custom node) Apr 26, 2024 · We have four main sections: Masks, IPAdapters, Prompts, and Outputs. float32) and then inverted. Alternatively, you can use the “Load Image Node” to load an image, but it may not provide as much flexibility when choosing the channel to use. - storyicon/comfyui_segment_anything However, I found out that the Convert Image to Mask Node only created the first image as the mask and not the nice batch of images that where actually loaded and needed for my idea. Image¶. In ComfyUI, the easiest way to apply a mask for inpainting is: use the "Load Checkpoint" node to load a model use the "Load Image" node to load a source image to modify use the "Load Image (as Mask)" to load the grayscale mask image, specifying "channel" as "red" Learn how to master inpainting on large images using ComfyUI and Stable Diffusion. English 🌞Light The 'image' parameter represents the input image from which a mask will be generated based on the specified color channel. imshow(image, cmap='gray') plt. image: IMAGE: The 'image' parameter represents the input image to be processed. . x: INT Aug 2, 2024 · Contour To Mask Output Parameters: IMAGE. The height of the mask. Adjust the height and width parameters to match the dimensions of other images in your project to ensure consistency and alignment. outputs¶ MASK. batch_size: INT: Specifies the desired size of the output batches. 確実な方法ですが、画像ごとに毎回手作業が必要になるのが面倒です。 Load Image (as Mask) node. shape[0], :image. 5, try to find your sweet spot! ComfyUI reference implementation for IPAdapter models. face(gray=True) plt. misc. shape Apr 21, 2024 · Once the mask has been set, you’ll just want to click on the Save to node option. Dec 14, 2023 · Comfyui-Easy-Use is an GPL-licensed open source project. Image Blur node. Apply Mask to Image. The node processes this mask to identify and isolate contiguous regions, which can then be manipulated independently. This node takes the T2I Style adaptor model and an embedding from a CLIP vision model to guide a diffusion model towards the style of the image embedded by CLIP vision. It plays a crucial role in determining the content and characteristics of the resulting mask. 1 [dev] for efficient non-commercial use, FLUX. Aug 23, 2023 · Mask Crop Region and then feed the top, left, right, and bottom coordinates to a Image Crop Location node. source. example¶ example usage text with workflow image yeah ps will work fine, just cut out the image to transparent where you want to inpaint and load it as a separate image as mask. json 8. Double-click on an empty part of the canvas, type in preview, then click on the PreviewImage option. It also passes the mask, the edge of the original image, to the model, which helps it distinguish between the original and generated parts. Load Image (as Mask) Documentation. Use the “Load Image as Mask” function in Comfy UI. To use {} characters in your actual prompt escape them like: \{ or \}. title('image') # Create a simple mask x, y = np. The width of the mask. The ComfyuiImageBlender is a custom node for ComfyUI. This is useful for API connections as you can transfer data directly rather than specify a file location. This parameter directly influences how the input images are grouped and processed, impacting the structure of the output. SAMDetector (combined) - Utilizes the SAM technology to extract the segment at the location indicated by the input SEGS on the input image and outputs it as a unified Feb 2, 2024 · img2imgのワークフロー i2i-nomask-workflow. The grey scale image from the mask. Those SEGS are then passed to a dedicated Detailer node for inpainting. example Jan 4, 2024 · When the workflow pauses in the Preview Chooser, you click on the images to select / unselect them - selected images are marked with a green box. So, I end up with different portions of the same image inpainted in different ways. The only way to keep the code open and free is by sponsoring its development. ; Start the application e = ENVI ; Open an input file file = FILEPATH ('qb_boulder_msi', ROOT_DIR=e. Aug 12, 2024 · The Convert Mask Image ️🅝🅐🅘 node is designed to transform a given image into a format suitable for use as a mask in NovelAI's image processing workflows. how to paste the mask. The alpha channel of the image. Created by: CgTopTips: FLUX is an advanced image generation model, available in three variants: FLUX. In this mask, the area inside the contour is filled with white (255), and the rest of the image is black (0). Jan 20, 2024 · Load Imageノードから出てくるのはMASKなので、MASK to SEGSノードでSEGSに変換してやります。 MASKからのin-painting. inputs. Images are magnified up to 2-4x. It handles the upscaling process by adjusting the image to the appropriate device, managing memory efficiently, and applying the upscale model in a tiled manner to accommodate for potential out-of-memory errors. Beta Was this translation helpful? Use ENVIBinaryGTThresholdRaster to create the binary mask, as this example shows. Jan 20, 2024 · The trick is NOT to use the VAE Encode (Inpaint) node (which is meant to be used with an inpainting model), but: Encode the pixel images with the VAE Encode node. inputs¶ mask. The pixel image to be blurred. When outpainting in ComfyUI, you'll pass your source image through the Pad Image for Outpainting node. It affects the quality and characteristics of the upscaled image. The subject or even just the style of the reference image(s) can be easily transferred to a generation. A second pixel image. The Image Blend node can be used to apply a gaussian blur to an image. Right-click on the Save Image node, then select Remove. Use basic pose editing features to create compositions that express differences in height, size, and perspective, and reflect symmetry between figures. Right-click to mask, left-click to unmask. This node is particularly useful when you have several image-mask pairs and need to dynamically choose which pair to use in your workflow. left. Masks. The name of the image to use. blur_radius. About ComfyUI-CLIPSeg Back in September last year, I coded CLIPSeg into my Stable Diffusion workflow, see see Adding CLIPSeg automatic masking to Stable Diffusion . This will create a black and white masked image, which we can then use to mask the former image. Padding the Image. 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. Convert Image yo Mask node. This comprehensive tutorial covers 10 vital steps, including cropping, mask detection, sampler erasure, mask fine-tuning, and streamlined inpainting for incredible results. The y coordinate of the area in pixels. For example, imagine I want spiderman on the left, and superman on the right. SUPIR enables photo-realistic image restoration Feb 3, 2024 · When integrating ComfyUI into tools which use layers and compose them on the fly, it is useful to only receive relevant masked regions. example usage text with workflow image Jun 19, 2024 · The mask parameter is the primary input for this node and represents the image mask that you want to separate into individual components. Input types Aug 3, 2024 · images: IMAGE: A list of images to be rebatched. Sep 14, 2023 · When the 1. y. Jul 9, 2020 · from sklearn. Image to Latent Mask: Convert a image into a latent mask Image to Noise: Convert a image into noise, useful for init blending or init input to theme a diffusion. You can cancel the run from the right-click menu on the background canvas. The inverted mask. If using GIMP make sure you save the values of the transparent pixels for best results. example usage text with workflow image Increase or decrease details in an image or batch of images using a guided filter (as opposed to the typical gaussian blur used by most sharpening filters. Which channel to use as a mask. channel. Undo/Redo operations. I use the Object Swapper function to detect certain elements of a source image. operation. How much to feather edges on the top. I want to apply separate LoRAs to each person. top. The mask filled with a single value. example usage text with workflow image Invert Mask¶. The Load Image (as Mask) node can be used to load a channel of an image to use as a mask. The comfyui version of sd-webui-segment-anything. Unlike other Stable Diffusion tools that have basic text fields where you enter values and information for generating an image, a node-based interface is different in the sense that you’d have to create nodes to build a workflow to generate images. sigma. The opacity of the second image. upscale_method: COMBO[STRING] Specifies the method used for upscaling Jul 27, 2024 · Apply mask sequence to latent representation for AI art generation, controlling latent space features precisely. koxjh pxzsgn gbzw ixphoxx lnhhi betx eaqp obknu ntff mokck