inpainting comfyui. Copy link MoonMoon82 commented Jun 5, 2023. inpainting comfyui

 
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DPM adaptive was significantly slower than the others, but also produced a unique platform for the warrior to stand on, and the results at 10 steps were similar to those at 20 and 40. When the regular VAE Encode node fails due to insufficient VRAM, comfy will automatically retry using the tiled implementation. Imagine that ComfyUI is a factory that produces an image. This is a node pack for ComfyUI, primarily dealing with masks. It works pretty well in my tests within the limits of. Overall, Comfuy UI is a neat power user tool, but for a casual AI enthusiast you will probably make it 12 seconds into ComfyUI and get smashed into the dirt by the far more complex nature of how it works. ComfyUI Custom Nodes. Workflow requirements. Basically, you can load any ComfyUI workflow API into mental diffusion. Q: Why not use ComfyUI for inpainting? A: ComfyUI currently have issue about inpainting models, see issue for detail. Navigate to your ComfyUI/custom_nodes/ directory. Inpainting is very effective in Stable Diffusion and the workflow in ComfyUI is really simple. This is because acrylic paint adheres to polystyrene. Replace supported tags (with quotation marks) Reload webui to refresh workflows. 17:38 How to use inpainting with SDXL with ComfyUI. If you're happy with your inpainting without using any of the controlnet methods to condition your request then you don't need to use it. Inpainting appears in the img2img tab as a seperate sub-tab. ではここからComfyUIの基本的な使い方についてご説明していきます。 ComfyUIは他のツールとは画面の使い方がかなり違う ので最初は少し戸惑うかもしれませんが、慣れればとても便利なのでぜひマスターしてみてください。Launch ComfyUI by running python main. Join. I've been trying to do ControlNET+Img2Img+Inpainting wizardy shenanigans for two days, now I'm asking you wizards of our fine community for help. 1. Inpaint Examples | ComfyUI_examples (comfyanonymous. 0. Upload the image to the inpainting canvas. Q: Why not use ComfyUI for inpainting? A: ComfyUI currently have issue about inpainting models, see issue for detail. The node-based workflow builder makes it easy to experiment with different generative pipelines for state-of-the-art results. UI changesReady to take your image editing skills to the next level? Join me in this journey as we uncover the most mind-blowing inpainting techniques you won't believ. Inpainting Workflow for ComfyUI. 24:47 Where is the ComfyUI support channel. But. x, 2. 5 version in terms of inpainting (and outpainting of course)?. ComfyUI Manager: Plugin for CompfyUI that helps detect and install missing plugins. 1. If you installed from a zip file. workflows " directory and replace tags. Restart ComfyUI. ago. Inpainting Workflow for ComfyUI. . The SDXL base checkpoint can be used like any regular checkpoint in ComfyUI. For inpainting tasks, it's recommended to use the 'outpaint' function. In my experience t2i-adapter_xl_openpose and t2i-adapter_diffusers_xl_openpose work with ComfyUI; however, both support body pose only, and not hand or face keynotes. Right off the bat, it does all the Automatic1111 stuff like using textual inversions/embeddings and LORAs, inpainting, stitching the keywords, seeds and settings into PNG metadata allowing you to load the generated image and retrieve the entire workflow, and then it does more Fun Stuff™. Download the included zip file. 25:01 How to install and. You can Load these images in ComfyUI to get the full workflow. r/StableDiffusion. 3. Tips. 1 was initialized with the stable-diffusion-xl-base-1. 0 based on the effect you want) 3. Part 6: SDXL 1. add a 'load mask' node, and add an vae for inpainting node, plug the mask into that. Making a user-friendly pipeline with prompt-free inpainting (like FireFly) in SD can be difficult. The method used for resizing. I only get image with mask as output. On my 12GB 3060, A1111 can't generate a single SDXL 1024x1024 image without using RAM for VRAM at some point near the end of generation, even with --medvram set. 95 Online. g. As long as you're running the latest ControlNet and models, the inpainting method should just work. This step on my CPU only is about 40 seconds, but Sampler processing is about 3. Launch ComfyUI by running python main. Please share your tips, tricks, and workflows for using this software to create your AI art. Ctrl + Enter. 0 for ComfyUI (Hand Detailer, Face Detailer, Free Lunch, Image Chooser, XY Plot, ControlNet/Control-LoRAs, Fine-tuned SDXL models, SDXL Base+Refiner, ReVision, Upscalers, Prompt Builder, Debug, etc. Is there any website or YouTube video where I can get a full guide about its interface and workflow, how to create workflow for inpainting, controlnet and so on. I'm trying to create an automatic hands fix/inpaint flow. 5 and 1. Hi, comfyui is awesome!! I'm having a problem where any time the VAE recognizes a face, it gets distorted. VAE Encode (for Inpainting) Transform Transform Crop Latent Flip Latent Rotate Latent Loaders. 0 denoising, but set latent denoising can use the original background image because it just masks with noise instead of empty latent. Question about Detailer (from ComfyUI Impact pack) for inpainting hands. python_embededpython. This model is available on Mage. A series of tutorials about fundamental comfyUI skills This tutorial covers masking, inpainting and image. herethanks allot, but face detailer has changed so much it just doesnt work. comfyUI采用的是workflow体系来运行Stable Diffusion的各种模型和参数,有点类似于桌面软件. Loaders GLIGEN Loader Hypernetwork Loader. 20:43 How to use SDXL refiner as the base model. HELP WITH "LoRa" in XL (colab) r/comfyui. The AI takes over from there, analyzing the surrounding. This repo contains examples of what is achievable with ComfyUI. This ComfyUI workflow sample merges the MultiAreaConditioning plugin with serveral loras, together with openpose for controlnet and regular 2x upscaling in ComfyUI. ComfyUI ControlNet aux: Plugin with preprocessors for ControlNet, so you can generate images directly from ComfyUI. ) Fine control over composition via automatic photobashing (see examples/composition-by. io) Can. I only get image with. 0. Prompt Travel也太顺畅了吧!. 70. This node decodes latents in tiles allowing it to decode larger latent images than the regular VAE Decode node. Fast ~18 steps, 2 seconds images, with Full Workflow Included! No controlnet, No inpainting, No LoRAs, No editing, No eye or face restoring, Not Even Hires Fix! Raw output, pure and simple TXT2IMG. Trying to use b/w image to make impaintings - it is not working at all. load your image to be inpainted into the mask node then right click on it and go to edit mask. I have about a decade of blender node experience, so I figured that this would be a perfect match for me. In the case of ComfyUI and Stable Diffusion, you have a few different "machines," or nodes. Just an FYI. 2. Edit model card. ComfyUI超清晰分辨率工作流程详细解释_ 4x-Ultra 超清晰更新_哔哩哔哩_bilibili. Google Colab (Free) & RunPod, SDXL LoRA, SDXL InPainting. 0 model files. Official implementation by Samsung Research. json file. ComfyUI is very barebones for an interface, its got what you need but I'd agree in some respects, it feels like its becomming kludged. x, SDXL, LoRA, and upscaling makes ComfyUI flexible. Yet, it’s ComfyUI. I don’t think “if you’re too newb to figure it out try again later” is a productive way to introduce a technique. json" file in ". Create "my_workflow_api. 0 involves an impressive 3. Fuzzy_Time_3366. Users can drag and drop nodes to design advanced AI art pipelines, and also take advantage of libraries of existing workflows. InvokeAI Architecture. Once the image has been uploaded they can be selected inside the node. Discover amazing ML apps made by the community. Open a command line window in the custom_nodes directory. 0 comfyui ControlNet and img2img working alright but inpainting seems like it doesn't even listen to my prompt 8/9 times. ComfyUI Community Manual Getting Started Interface. use increment or fixed. The plugin uses ComfyUI as backend. Make sure to select the Inpaint tab. ComfyUIの基本的な使い方. co) Nice workflow, thanks! It's hard to find good SDXL inpainting workflows. The Set Latent Noise Mask node can be used to add a mask to the latent images for inpainting. Run git pull. . 2. Here’s a basic example of how you might code this using a hypothetical inpaint function: In simple terms, inpainting is an image editing process that involves masking a select area and then having Stable Diffusion redraw the area based on user input. Info. 20 on RTX 2070 Super: A1111 gives me 10. Does anyone have knowledge on how to achieve this? I want the output to incorporate these workflows in harmony, rather than simply layering them. Part 7: Fooocus KSampler. Hypernetworks. sketch stuff ourselves). Select your inpainting model (in settings or with Ctrl+M) ; Load an image into SD GUI by dragging and dropping it, or by pressing "Load Image(s)" ; Select a masking mode next to Inpainting (Image Mask or Text) ; Press Generate, wait for the Mask Editor window to pop up, and create your mask (Important: Do not use a blurred mask with. Still using A1111 for 1. g. useseful for. alternatively use an 'image load' node and connect. json file for inpainting or outpainting. You can also use similar workflows for outpainting. Change your prompt to describe the dress and when you generate a new image it will only change the masked parts. 1: Enables dynamic layer manipulation for intuitive image. Don't use VAE Encode (for inpaint) That is used to apply denoise at 1. You can also copy images from the save image to the load image node by right clicking the save image node and “Copy (clipspace)” and then right clicking the load image node and “Paste (clipspace)”. Thats what I do anyway. This is where 99% of the total work was spent. 5 i thought that the inpanting controlnet was much more useful than the inpaining fine-tuned models. Support for FreeU has been added and is included in the v4. I have read that the "set latent noise mask" node wasn't designed to use inpainting models. How does ControlNet 1. workflows" directory. It may help to use the inpainting model, but not. For example: 896x1152 or 1536x640 are good resolutions. Sometimes I get better result replacing "vae encode" and "set latent noise mask" by "vae encode for inpainting". Add a 'launch openpose editor' button on the LoadImage node. Stable Diffusion Inpainting, a brainchild of Stability. Show more. New comments cannot be posted. Here are amazing ways to use ComfyUI. Here is the workflow, based on the example in the aforementioned ComfyUI blog. Interface NodeOptions Save File Formatting Shortcuts Text Prompts Utility Nodes. Also how do you use inpaint with only masked option to fix chars faces etc like you could do in stable diffusion. As a backend, ComfyUI has some advantages over Auto1111 at the moment, but it never implemented the image-guided ControlNet mode (as far as I know), and results with just regular inpaint ControlNet are not good enough. Use the paintbrush tool to create a mask over the area you want to regenerate. Modify the prompt as needed to focus on the face (I removed "standing in flower fields by the ocean, stunning sunset" and some of the negative prompt tokens that didn't matter)Impact packs detailer is pretty good. Info. This might be useful for example in batch processing with inpainting so you don't have to manually mask every image. Navigate to your ComfyUI/custom_nodes/ directory. This was the base for. the example code is this. This document presents some old and new workflows for promptless inpaiting in Automatic1111 and ComfyUI and compares them in various scenarios. img2img → inpaint, open the script and set the parameters as follows: 23. 0. 0 behaves more like a strength of 0. Note that in ComfyUI txt2img and img2img are the same node. Based on Segment-Anything Model (SAM), we make the first attempt to the mask-free image inpainting and propose a new paradigm of ``clicking and filling'', which is named as Inpaint Anything (IA). Allo! I am beginning to work with ComfyUI moving from a1111 - I know there are so so many workflows published to civit and other sites- I am hoping to find a way to dive in and start working with ComfyUI without wasting much time with mediocre/redundant workflows and am hoping someone can help me by pointing be toward a resource to find some of the. There is a latent workflow and a pixel space ESRGAN workflow in the examples. . To encode the image you need to use the "VAE Encode (for inpainting)" node which is under latent->inpaint. But, I don't know how to upload the file via api. r/comfyui. Thank you! Also notice that you can download that image and drag'n'drop it to your comfyui to load that workflow and you can also drag'n'drop images to Load Image node to quicker load them. Other features include embeddings/textual inversion, area composition, inpainting with both regular and inpainting models, ControlNet and T2I-Adapter, upscale models, unCLIP models, and more. In the last few days I've upgraded all my Loras for SD XL to a better configuration with smaller files. If anyone find a solution, please notify me. If you have another Stable Diffusion UI you might be. 0 in ComfyUI I've come across three different methods that seem to be commonly used: Base Model with Latent Noise Mask, Base Model using InPaint VAE Encode and using the UNET "diffusion_pytorch" InPaint specific model from Hugging Face. All the images in this repo contain metadata which means they can be loaded into ComfyUI. maskImproving faces. Masks are blue pngs (0, 0, 255) I get from other people and I load them as an image and then convert them into masks using. fills the mask with random unrelated stuff. Ctrl + S. Queue up current graph for generation. 6. 5 Inpainting tutorial. Master the power of the ComfyUI User Interface! From beginner to advanced levels, this guide will help you navigate the complex node system with ease. A GIMP plugin that makes it a facility for ComfyUI. The order of LORA. Yes, you can add the mask yourself, but the inpainting would still be done with the amount of pixels that are currently in the masked area. New Features. Especially Latent Images can be used in very creative ways. Take the image out to a 1. fills the mask with random unrelated stuff. Display what node is associated with current input selected. The origin of the coordinate system in ComfyUI is at the top left corner. Within the factory there are a variety of machines that do various things to create a complete image, just like you might have multiple machines in a factory that produces cars. sdxl lora sdxl training sdxl inpainting sdxl fine tuning sdxl auto1111 + 8. So, there is a lot of value of allowing us to use Inpainting model with "Set Latent Noise Mask". 4 by default. ↑ Node setup 1: Classic SD Inpaint mode (Save portrait and image with hole to your PC and then drag and drop portrait into you ComfyUI. Provides a browser UI for generating images from text prompts and images. This is a node pack for ComfyUI, primarily dealing with masks. You inpaint a different area, your generated image is wacky and messed up in the area you previously inpainted. The workflow also has TXT2IMG, IMG2IMG, up to 3x IP Adapter, 2x Revision, predefined (and editable) styles, optional up-scaling, Control Net Canny, Control Net Depth, Lora, selection of recommended SDXL resolutions, adjusting input images to the closest SDXL resolution, etc. Select workflow and hit Render button. </p> <p dir="auto">Note that when inpaiting it is better to use checkpoints. Make sure the Draw mask option is selected. inpainting is kinda. 8 denoise won't have actually 20 steps but rather decrease that amount to 16. The RunwayML Inpainting Model v1. 10 Stable Diffusion extensions for next-level creativity. Dust spots and scratches. I've seen a lot of comments about people having trouble with inpainting and some saying that inpainting is useless. Answered by ltdrdata. Copy the update-v3. ago. I'd like to share Fooocus-MRE (MoonRide Edition), my variant of the original Fooocus (developed by lllyasviel), new UI for SDXL models. ckpt" model works just fine though so it must be a problem with the model. The order of LORA and IPadapter seems to be crucial: Workflow: Time KSampler only: 17s IPadapter->KSampler: 20s LORA->KSampler: 21s Optional: Custom ComfyUI Server. lite stable nightly Info - Token - Model Page; stable_diffusion_comfyui_colab CompVis/stable-diffusion-v-1-4-original: waifu_diffusion_comfyui_colabIf you're running on Linux, or non-admin account on windows you'll want to ensure /ComfyUI/custom_nodes, ComfyUI_I2I, and ComfyI2I. Using ComfyUI, inpainting becomes as simple as sketching out where you want the image to be repaired. Black Area is the selected or "Masked Input". Install; Regenerate faces; Embeddings; LoRA. With SD 1. . The AI takes over from there, analyzing the surrounding areas and filling in the gap so seamlessly that you’d never know something was missing. MoonMoon82on May 2. Get solutions to train on low VRAM GPUs or even CPUs. face, mouth, left_eyebrow, left_eye, left_pupil, right_eyebrow, rigth_eye, right_pupil - This setting configures the detection status for each facial part. First we create a mask on a pixel image, then encode it into a latent image. This makes it a useful tool for image restoration like removing defects and artifacts, or even replacing an image area with something entirely new. py --force-fp16. Interface NodeOptions Save File Formatting Shortcuts Text Prompts Utility Nodes. 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. SD-XL Inpainting 0. ago. an alternative is Impact packs detailer node which can do upscaled inpainting to give you more resolution but this can easily end up giving you more detail than the rest of. First: Use MaskByText node, grab human, resize, patch into other image, go over it with a sampler node that doesn't add new noise and. Inpainting a cat with the v2 inpainting model: Inpainting a woman with the v2 inpainting model: It also works with non inpainting models. You can then use the "Load Workflow" functionality in InvokeAI to load the workflow and start generating images! If you're interested in finding more workflows,. 2 workflow. ComfyUI also allows you apply different prompt to different parts of your image or render images in multiple passes. Sadly, I can't use inpaint on images 1. Shortcuts. Launch the 3rd party tool and pass the updating node id as a parameter on click. ControlNet Line art. Inpainting with inpainting models at low denoise levels. 17:38 How to use inpainting with SDXL with ComfyUI. Seam Fix Inpainting: Use webui inpainting to fix seam. json" file in ". This is the answer, we need to wait for controlnetXL comfyUI nodes, and then a whole new world opens up. Question about Detailer (from ComfyUI Impact pack) for inpainting hands. 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. If your end goal is generating pictures (e. Features. These originate all over the web on reddit, twitter, discord, huggingface, github, etc. はStable Diffusionを簡単に使えるツールに関する話題で 便利なノードベースのウェブUI「ComfyUI」のインストール方法や使い方 を一通りまとめてみるという内容になっています。 Stable Diffusionを. CUI can do a batch of 4 and stay within the 12 GB. Also ComfyUI takes up more VRAM (6400 MB in ComfyUI and 4200 MB in A1111). Restart ComfyUI. 关键还免费,SDXL+ComfyUI+Roop AI换脸,【玩转SD】再也不用写提示词了 SDXL最新技术Revision 用图片代替提示词,comfyui最新模型:clip vision在SDXL中完美实现图像blend合并功能,Openpose更新,Controlnet迎来了新的更新,不要再学StableDiffusion. If you are using any of the popular WebUI stable diffusions (like Automatic1111) you can use Inpainting. Yet, it’s ComfyUI. Setting the crop_factor to 1 considers only the masked area for inpainting, while increasing the crop_factor incorporates context relative to the mask for inpainting. The ComfyUI Nodes support a wide range of AI Techniques like ControlNET, T2I, Lora, Img2Img, Inpainting, Outpainting. 1. You don't need a new extra Img2Img workflow. Please keep posted images SFW. r/StableDiffusion. 0 、 Kaggle. you can literally import the image into comfy and run it , and it will give you this workflow. safetensors node, And the model output is wired up to the KSampler node instead of using the model output from the previous CheckpointLoaderSimple node. We will inpaint both the right arm and the face at the same time. See how to leverage inpainting to boost image quality. Step 1: Create an inpaint mask; Step 2: Open the inpainting workflow; Step 3: Upload the image; Step 4: Adjust parameters; Step 5: Generate inpainting; SDXL workflow; ComfyUI Impact Pack. 5 is a specialized version of Stable Diffusion v1. Auto detecting, masking and inpainting with detection model. controlnet doesn't work with SDXL yet so not possible. Wether or not to center-crop the image to maintain the aspect ratio of the original latent images. bat to update and or install all of you needed dependencies. io) Also it can be very diffcult to get the position and prompt for the conditions. (early and not finished) Here are some more advanced examples: "Hires Fix" aka 2 Pass Txt2Img. The method used for resizing. Restart ComfyUI. g. This image can then be given to an inpaint diffusion model via the VAE Encode for Inpainting. It should be placed in the folder ComfyUI_windows_portable which contains the ComfyUI , python_embeded , and update folders. I found some pretty strange render times (total VRAM 10240 MB, total RAM 32677 MB). I have not found any definitive documentation to confirm or further explain this, but my experience is that inpainting models barely alter the image unless paired with "VAE encode (for inpainting. 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. Open a command line window in the custom_nodes directory. It then creates bounding boxes over each mask and upscales the images, then sends them to a combine node that can preform color transfer and then. Course DiscountsBEGINNER'S Stable Diffusion COMFYUI and SDXL Guide- USE. (ComfyUI, A1111) - the name (reference) of an great photographer or. 1 of the workflow, to use FreeU load the newComfyUI is a powerful and modular GUI for Stable Diffusion that lets you create advanced workflows using a node/graph interface. Within the factory there are a variety of machines that do various things to create a complete image, just like you might have multiple machines in a factory that produces cars. The text was updated successfully, but these errors were encountered: All reactions. Explanation. . Space (main sponsor) and Smugo. An advanced method that may also work these days is using a controlnet with a pose model. You can Load these images in ComfyUI to get the full workflow. 1. 5 inpainting ckpt for inpainting on inpainting conditioning mask strength 1 or 0, it works really well; if you’re using other models, then put inpainting conditioning mask strength at 0~0. It's much more intuitive than the built-in way in Automatic1111, and it makes everything so much easier. Prior to adoption I generated an image in A1111, auto-detected and masked the face, inpainted the face only (not whole image), which improved the face rendering 99% of the time. ago • Edited 1 yr. 0, the result always has people. 投稿日 2023-03-15; 更新日 2023-03-15VAE Encode (for Inpainting) Transform Transform Crop Latent Flip Latent Rotate Latent Loaders. ok TY ILY bye. The VAE Decode (Tiled) node can be used to decode latent space images back into pixel space images, using the provided VAE. To use ControlNet inpainting: It is best to use the same model that generates the image. If you have another Stable Diffusion UI you might be able to reuse the dependencies. Images can be uploaded by starting the file dialog or by dropping an image onto the node. Click. Discover techniques to create stylized images with a realistic base. Feel like theres prob an easier way but this is all I could figure out. You can draw a mask or scribble to guide how it should inpaint/outpaint. Added today your IPadapter plus. ComfyShop has been introduced to the ComfyI2I family. If you used the portable standalone build of ComfyUI like I did then open your ComfyUI folder and:. right. This ui will let you design and execute advanced stable diffusion pipelines using a graph/nodes/flowchart based interface. If you uncheck and hide a layer, it will be excluded from the inpainting process. Colab Notebook:. 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. Second thoughts, heres. alamonelfon Apr 14. When the regular VAE Decode node fails due to insufficient VRAM, comfy will automatically retry using. Researchers discover that Stable Diffusion v1 uses internal representations of 3D geometry when generating an image. 0 (B1) Status (Updated: Nov 18, 2023): - Training Images: +2620 - Training Steps: +524k - Approximate percentage of completion: ~65%. also some options are now missing. Basically, you can load any ComfyUI workflow API into mental diffusion. Prior to adoption I generated an image in A1111, auto-detected and masked the face, inpainted the face only (not whole image), which improved the face rendering 99% of the time. 1 Inpainting work in ComfyUI? I already tried several variations of puttin a b/w mask into image-input of CN or encoding it into latent input, but nothing worked as expected. Unpack the SeargeSDXL folder from the latest release into ComfyUI/custom_nodes, overwrite existing files. ComfyUI Inpaint Color Shenanigans (workflow attached) In a minimal inpainting workflow, I've found that both: The color of the area inside the inpaint mask does not match the rest of the 'no-touch' (not masked) rectangle (the mask edge is noticeable due to color shift even though content is consistent) The rest of the 'untouched' rectangle's. Capster2020 • 1 min. Sytan SDXL ComfyUI: Very nice workflow showing how to connect the base model with the refiner and include an upscaler. ago. I really like cyber realistic inpainting model. Works fully offline: will never download anything. Replace supported tags (with quotation marks) Reload webui to refresh workflows. inputs¶ samples. The lower the. Launch the ComfyUI Manager using the sidebar in ComfyUI. ComfyShop phase 1 is to establish the basic painting features for ComfyUI. r/StableDiffusion. 17:38 How to use inpainting with SDXL with ComfyUI. Restart ComfyUI. VAE Encode (for Inpainting) Transform Transform Crop Latent Flip Latent Rotate Latent Loaders. You can also use. Therefore, unless dealing with small areas like facial enhancements, it's recommended. amount to pad left of the image. ago. Normal models work, but they dont't integrate as nicely in the picture. The workflow also has TXT2IMG, IMG2IMG, up to 3x IP Adapter, 2x Revision, predefined (and editable) styles, optional up-scaling, Control Net. . In researching InPainting using SDXL 1. by default images will be uploaded to the input folder of ComfyUI. For this editor we've integrated Jack Qiao's excellent custom inpainting model from the glid-3-xl-sd project instead. addandsubtract • 7 mo. amount to pad above the image. Get the images you want with the InvokeAI prompt engineering. Comfyui + AnimateDiff Text2Vid youtu. Stable Diffusion is an AI model able to generate images from text instructions written in natural language (text-to-image. inputs¶ image. Here's an example with the anythingV3 model:</p> <p dir="auto"><a target="_blank" rel="noopener noreferrer".