Comfyui controlnet preprocessor example - 1 models are roughly equivalent in quality, though neither is perfect.

 
Firstly, install comfyui&39;s dependencies if you didn&39;t. . Comfyui controlnet preprocessor example

Currently, the maximum is 2 such regions, but further development of ComfyUI or perhaps some custom nodes could extend this limit. Cannot import D&92;ComfyUIwindowsportable&92;ComfyUI&92;customnodes&92;comfycontrolnetpreprocessors module for custom nodes No module named &39;timm&39; 92 opened Aug 8, 2023 by vxkj1211. Installing ControlNet. Launch the 3rd party tool and pass the updating node id as a parameter on click. Pidinet is similar to hed, but it generates outlines that are more solid and less "fuzzy". 1 Anime Lineart ControlNet 1. You signed out in another tab or window. Then you can use the advanced->loaders->UNETLoader node to load it. (Controlnet MLSD preprocessor & model). Generate a 512xwhatever image which I like. But, importantly, the ControlNet maintained the character's pose for the entire time - it's also useful for averting anatomical disasters common at low pass counts. For clarity, lets rename one to Positive Prompt and the second one to Negative Prompt. brunogcaron Mar 11. ControlNet Preprocessors for ComfyUI THIS REPO IS ARCHVIED. AnimateDiffComfyUIKosinkadinkComfyUI-AnimateDiff-EvolvedAnimateDiff for ComfyUIAnimateDiffControlNetControlNet. NOTE If you previously used comfycontrolnetpreprocessors,. Stable Diffusion WebUI . some are obvious, but others aren&39;t that much, specially to new users. It is not implemented in. For now, just select the canny model and leave this node as is. x and SD2. inputs controlnetname The name of the ControlNet model. AnimateDiff for ComfyUI. If you are looking for an interactive image production experience using the ComfyUI engine, try ComfyBox. (input skeleton, output image). precision --controlnet-preprocessor. While most preprocessors are common between the two, some give different results. ComfyUI also has a mask editor that can be accessed by right clicking an image in the LoadImage node and &92;"Open in MaskEditor&92;". This example contains 4 images composited together. ComfyUI Now Had Prompt Scheduling for AnimateDiff I have made a complete guide from installation to full workflows 510. If you are looking for an interactive image production experience using the ComfyUI engine, try ComfyBox. ; DW Preprocessor Provider (SEGS), MiDaS Depth Map Preprocessor Provider (SEGS), LeReS Depth Map Preprocessor Provider (SEGS), MediaPipe FaceMesh Preprocessor Provider (SEGS), HED Preprocessor Provider (SEGS), Fake Scribble. 28 Jul 2023. With this Node Based UI you can use AI Image Generation Modular. You want to use Stable Diffusion, use image generative AI models for free, but you can't pay online services or you don't have a strong computer. The following images can be loaded in ComfyUI to get the full workflow. I&39;ve tried getting ControlNet and InstructPix2Pix to cooperate, but they didn&39;t work together out of the box. You signed out in another tab or window. controlcanny-fp16) Canny looks at the "intensities" (think like shades of grey, white, and black in a grey-scale image) of various areas. While most preprocessors are common between the two, some give different results. Any current macOS version can be used to install ComfyUI on Apple Mac silicon (M1 or M2). So I decided to write my own Python script that adds support for more preprocessors. Then press "Queue Prompt". (input skeleton, output image) The. Control Mode Example Resize Mode This will enable ControlNet to adjust the size of the input picture to. Set up Pytorch. Contribute to Fannovel16comfycontrolnetpreprocessors development by creating an account on GitHub. Render low resolution pose (e. comfycontrolnetpreprocessors for ControlNet preprocessors not present in vanilla ComfyUI; this repo is archived, and future development by the dev will happen here comfyuicontrolnetaux. Create a new prompt using the depth map as control. I hope everything goes smoothly for you. Is there a way to run a preprocessor on its own This would be useful for batch. Then run cd ComfyUIcustomnodes git clone httpsgithub. If you get a 403 error, it&39;s your firefox settings or an extension that&39;s messing things up. 9 its to 1. Preprocessor is set to clipvision, and model is set to t2iadapterstylesd14v1. 1 Anime Lineart ControlNet 1. Running ComfyUI Web Application. Fork 32. It creates sharp, pixel-perfect lines and edges. In only 4 months, thanks to everyone who has contributed, ComfyUI grew into an amazing piece of software that in many ways surpasses other stable diffusion graphical interfaces in flexibility, base features, overall stability, and power it gives users to control the diffusion pipeline. Command line option --lowvram to. Installing the dependencies. Controlnet (thanks uy90210. Rank 256 files (reducing the original 4. I don't know where to put them. Is there a way to run a preprocessor on its own This would be useful for batch. 1 is the successor model of Controlnet v1. The following images can be loaded in ComfyUI to get the full workflow. It supports arbitary base model without merging and works perfectly with LoRAs and every other addons. 21, 2023. These custom nodes allow for scheduling ControlNet strength across latents in the same batch (WORKING) and across timesteps (IN PROGRESS). Reproducing this workflow in automatic1111 does require alot of manual steps, even using 3rd party program to create the mask, so this method with comfy should be. I&39;ve made a PR to the comfy controlnet preprocessors repo for an inpainting preprocessor node. To successfully run the latest versions of the example scripts, we highly. Will try to post tonight) BEHOLD o ()d AnimateDiff video tutorial IPAdapter (Image Prompts), LoRA, and Embeddings. It is a more flexible and accurate way to control the image generation process. Render low resolution pose (e. You switched accounts on another tab or window. Make sure Denoise value is between 0. this includes the new multi-ControlNet nodes. this includes the new multi-ControlNet nodes. As most sketches and drawings consist of black lines on. This should make it use less regular ram and speed up overall. I suppose it helps separate "scene layout" from "style". 1 introduced 3 new. Is control inpainting better In comfyui I would send the mask to the controlnet inpaint preprocessor, then apply controlnet, but I don't understand conceptually what it does. For example, FakeScribble will be unavailable because HED V1 is unavailable. You signed in with another tab or window. In addition, ControlNet emphasizes the importance of copying the UNet encoder as a control model, resulting in a larger parameter number. Please read the AnimateDiff repo README for more information about how it works at its core. Apr 10, 2023 stablediffusionart stablediffusion stablediffusionai In this Video I have Explained On How to Install ControlNet Preprocessors in Stable Diffusion ComfyUI. it is recommended to use ComfyUI Manager for installing and updating custom nodes, for downloading upscale models, and for updating ComfyUI. No, because it's not there yet. Besides, we also replace Openpose with DWPose for ControlNet, obtaining better Generated Images. Downloads last month 0. When the regular VAE Encode node fails due to insufficient VRAM, comfy will automatically retry using the tiled implementation. NET Preprocessor 'include' Anomaly. Add a 'launch openpose editor' button on the LoadImage node. Jun 9, 2023 Control Mode Example. I&39;ve tried getting ControlNet and InstructPix2Pix to cooperate, but they didn&39;t work together out of the box. I've been tweaking the strength of the. Heres a simple example of how to use controlnets, this example uses the scribble controlnet and the AnythingV3 model. If you look inside the controlnetpreprocessor directory, you will find a directory called ckpts. Weve covered the settings and options in the interface, and weve explored some of the Preprocessor options. 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. Kosinkadink ComfyUI-Advanced-Controlnet - Load Images From Dir (Inspire) code is came from here. Also check inside the Google folder in the same place. You need ControlNet at least v1. See initial issue here 1855 DW Openpose preprocessor greatly improves the accuracy of openpose detection especially on hands. Reload to refresh your session. will load images in two ways, 1 direct load from HDD, 2 load from a folder (picks next image when generated) Prediffusion -. you can literally import the image into comfy and run it , and it will give you this workflow. For some workflow examples and see what ComfyUI can do you can check out ComfyUI Examples Installing ComfyUI Features. n n. Because we're dealing with a total of 3 conditionings (background and both subjects) we're running into. FFV1 will complain about invalid container. Contribute to Fannovel16FN16-ComfyUI-nodes development by creating an account on GitHub. ai has now released the first of our official stable diffusion SDXL Control Net models. One of them is ComfyUIexamples, a website that showcases various examples of how to use ControlNET with Stable Diffusion. Feb 19, 2023 ControlNet is a new way to influence diffusion models with additional conditions. Results are pretty good, and this has been my favored method for the past months. 1 - Tile Version Controlnet v1. This node will also provide the appropriate VAE and CLIP model. Download it and place it in your input folder. Sytan SDXL ComfyUI Very nice workflow showing how to connect the base model with the refiner and include an upscaler. When using the git version of hordelib, from the project root. controlcanny-fp16) Canny looks at the "intensities" (think like shades of grey, white, and black in a grey-scale image) of various areas. If youre using anything other than the standard img2img tab the checkbox may not exist. brunogcaron Mar 11. It&39;s official Stability. (using Normal. Here I'll use an image of Darth Vader Then scroll down to the ControlNet section. A good place to start if you have no idea how any of this works. comFannovel16comfyuicontrolnetaux<code><li> <li>Navigate to your <code>comfyuicontrolnetaux<code> folder <ul dir&92;"auto&92;"> <li>Portablevenv <ul dir&92;"auto&92;">. Let's see how tuning the controlnetconditioningscale works out for a more challenging example of turning the dog into a cheeseburger In this case, we demand a large semantic leap and that requires a more subtle guide from the control image DiffusionFastForward learn diffusion from. 153 to use it. These are examples demonstrating how to use Loras. Aug 19, 2023 These are used in the workflow examples provided. Initial Input block -. Now the ControlNet Inpaint can directly use the A1111 inpaint path to support perfect seamless inpaint experience. Command line option --lowvram to. Using Automatic VAE values. When the regular VAE Decode node fails due to insufficient VRAM, comfy will automatically retry using. Create a new prompt using the depth map as control. Detailer (with before detail and after detail preview image) Upscaler. Remember to tick the Invert Input Color if the uploaded. It is somewhat analogous to masking areas. it is recommended to use ComfyUI Manager for installing and updating custom nodes, for downloading upscale models, and for updating ComfyUI. It tries to minimize any seams for showing up in the end result by gradually denoising all tiles one step at the time and randomizing tile positions for every step. comfycontrolnetpreprocessors for ControlNet preprocessors not present in vanilla ComfyUI; this repo is archived, and. This video is an in-depth guide to setting up ControlNet 1. brunogcaron Mar 11. Put the downloaded preprocessors in your controlnet folder. Sep 23, 2023 these templates are &39;open beta&39; WIP templates and will change more often as we try out new ideas. Overview page of ComfyUI core nodes - ComfyUI Community Manual. Examples. You need at least ControlNet 1. Is there a way to run a preprocessor on its own This would be useful for batch. It is not very useful for organic shapes or soft smooth curves. ControlNet - redraw your images. 153 to use it. You signed out in another tab or window. We present a neural network structure, ControlNet, to control pretrained large diffusion models to support additional input conditions. OpenPose ControlNet preprocessor options. The 512x512 lineart will be stretched to a blurry 1024x1024 lineart for SDXL, losing. There's whole sets of non-existing people LoRA embeds over on Civitai you can use to get consistent models. License openrail. We name the file canny-sdxl-1. Best thing to do is Google errors and install packages. Mar 23, 2023 Without the canny controlnet however, your output generation will look way different than your seed preview. outputs CONTROLNET The ControlNet or T2IAdaptor model used for providing visual hints to a diffusion model. Import the image > OpenPose Editor node, add a new pose and use it like you would a LoadImage node. You can use mklink to link to your existing models, embeddings, lora and vae for example F&92;ComfyUI&92;models>mklink D checkpoints F&92;stable-diffusion-webui&92;models&92;Stable-diffusion. canny -> controlcanny - t2iadaptercanny. So, I wanted learn how to apply a ControlNet to the SDXL pipeline with ComfyUI. You can, for example, generate 2 characters, each from a different lora and with a different art style, or a single character with one set of loras applied to their face, and the other to the rest of the body - cosplay. Take the image into inpaint mode together with all the prompts and settings and the seed. New ControlNet Face Model. Using text has its limitations in conveying your intentions to the AI model. SafetensorsFP16 versions of the new ControlNet-v1-1 checkpoints. ComfyUI also has a mask editor that can be accessed by right clicking an image in the LoadImage node and "Open in MaskEditor". But standard A1111 inpaint works mostly same as this ComfyUI example you provided. Mar 23, 2023 Without the canny controlnet however, your output generation will look way different than your seed preview. Controlnet Preprocessor nodes by Fannovel16 RUN cd customnodes && git clone https gi thub. I have not figured out what this issue is about. Here's a. In this example we will be using this image. Also to fix the missing node ImageScaleToTotalPixels you need to install Fannovel16comfyuicontrolnetaux, and update ComfyUI, this will fix the missing nodes. In the added loader, select sdxlrefiner1. You can load this image in ComfyUIto get the full workflow. Our focus here will be on A1111. Aug 17, 2023 SDXL Style Mile (ComfyUI version) ControlNet Preprocessors by Fannovel16. raw history blame contribute delete. com Fannovel16 comfycontrolnetpreprocessors && cd comfycontrolnetpreprocessors && python install. sd-webui-controlnet vs ComfyUI · sd-webui-controlnet vs T2I-Adapter · sd-webui . This checkpoint is a conversion of the original checkpoint into diffusers format. 0 -cudnn8-runtime-ubuntu22. Step 3 Download the SDXL control models. The image imported into ControlNet will be scaled up. Together with the Conditioning (Combine) node this can be used to add more control over the composition of the final image. March 23, 2023 1619. Please note that this repo only supports preprocessors making hint images (e. News. For more details, please also have a look at the Diffusers docs. they include new SDXL nodes that are being tested out before being deployed to the A-templates. deadcat7066 2 mo. Examples shown here will also often make use of these helpful sets of nodes. Figured it out digging through the files, In extensionssd-webui-controlnetscripts open controlnet. 69fc48b 6 months ago. Is there a version of ultimate SD upscale that has been ported to ComfyUI I am hoping to find a way to implement image2image in a pipeline that includes multi controlnet and has a way that I can make it so that all generations automatically get passed through something like SD upscale without me having to run the upscaling as a separate step. For example, Zoe-DepthMapPreprocessor depends on atenupsamplebicubic2d. March 23, 2023 1619. Open up the dir you just extracted and put that v1-5-pruned-emaonly. Also check inside the Google folder in the same place. You switched accounts on another tab or window. For example. they are models trained a bit longer. Run ComfyUI with colab iframe (use only in case the previous way with localtunnel doesn't work) You should see the ui appear in an iframe. General Settings. The VAE Encode node can be used to encode pixel space images into latent space images, using the provided VAE. Take the image into inpaint mode together with all the prompts and settings and the seed. Provides a browser UI for generating images from text prompts and images. - Add Preprocessor canny and Model canny - change sampling steps to 50 - Lowered CFG to 5-6 - generate - if its a good sketch, copy (recycle icon) the seed in the txt2img section above - change sample steps to 25-30 - check off Guess Mode in Control Net - Put in desired prompts to match the sketch - generate. 1 of preprocessors if they have version option since results from v1. Loras (multiple, positive, negative). The prompt for the first couple for example is this. ComfyUI Examples Features. We present a neural network structure, ControlNet, to control pretrained large diffusion models to support additional input conditions. As of the current update on ControlNet V1. Simply open the zipped JSON or PNG image into ComfyUI. MultiAreaConditioning 2. Many professional A1111 users know a trick to diffuse image with references by inpaint. Lecture 18 How Use Stable Diffusion, SDXL, ControlNet, LoRAs For FREE Without A GPU On Kaggle Like Google Colab. Generate a 512xwhatever image which I like. When the regular VAE Decode node fails due to insufficient VRAM, comfy will automatically retry using. I added alot of reroute nodes to make it more obvious of what goes where. But it gave better results than I thought. they are also recommended for users coming from Auto1111. 3 contributors; History 10 commits. (input image, output skeleton) On the other hand, the openpose ControlNet model lets Stable Diffusion draw a picture of a person whose pose is similar to the skeleton pose. Drag and drop your controller image into the ControlNet image input area. craigslist free stuff reno, craigslist surprise az

py --nodownloadckpts. . Comfyui controlnet preprocessor example

We will keep this section relatively shorter and just implement canny controlnet in our workflow. . Comfyui controlnet preprocessor example food lion sales ad

Part II will look at; Real-world use-cases how we can use ControlNet to level-up our generations. Running ComfyUI Web Application. You switched accounts on another tab or window. DON'T UPDATE COMFYUI AFTER EXTRACTING it will upgrade the Python "pillow to version 10" and it is not compatible with ControlNet at this moment. 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. This video is an in-depth guide to setting up ControlNet 1. Using text has its limitations in conveying your intentions to the AI model. Also come with a ConditioningUpscale node. The target width in pixels. 4 Let you visualize the ConditioningSetArea node for better control. Reload to refresh your session. ComfyUI Area Composition or Outpainting What do you prefer Area Composition or Outpainting. MediaPipe-HandPosePreprocessor. DON'T UPDATE COMFYUI AFTER EXTRACTING it will upgrade the Python "pillow to version 10" and it is not compatible with ControlNet at this moment. We've trained ControlNet on a subset of the LAION-Face dataset using modified output from MediaPipe's face mesh annotator to provide a new level of control when generating images of faces. 1 models are roughly equivalent in quality, though neither is perfect. ComfyUI's ControlNet Auxiliary Preprocessors Updates Q&A Installation Using ComfyUI Manager (recommended) Alternative Nodes Line Extractors Normal and Depth Map. ComfyUI Area Composition or Outpainting What do you prefer Area Composition or Outpainting. Automate any workflow Packages. As of 2023-02-24, mixing a user uploaded sketch image with a canvas drawing will not work; the canvas drawing. You can see be saving out the processed image and seeing the upscaled pixels. Canny is good for intricate details and outlines. It does lose fine, intricate detail though. T2I-Adapters provide a competitive advantage to ControlNets in this matter. Import the image > OpenPose Editor node, add a new pose and use it like you would a LoadImage node. comfyuicontrolnetaux for ControlNet preprocessors not present in vanilla ComfyUI. Jun 9, 2023 Control Mode Example. I hope everything goes smoothly for you. For example, FakeScribble will be unavailable because HED V1 is unavailable. I am currently working on multilingual translation for COMFYUI, and I really don't have time to submit a fix for this. Reproducing this workflow in automatic1111 does require alot of manual steps, even using 3rd party program to create the mask, so this method with comfy. 1 is coming to Automatic with a lot of new new features As usual I'm not the developer of the extension, just saw it and thought it was interesting to share it. The regular, non-ControlNet image is outputted. When comparing sd-webui-controlnet and ComfyUI you can also consider the following projects stable-diffusion-ui - Easiest 1-click way to install and use Stable Diffusion on your computer. Reproducing this workflow in automatic1111 does require alot of manual steps, even using 3rd party program to create the mask, so this method with comfy should be. This node will also provide the appropriate VAE and CLIP model. SDXL can indeed generate a nude body, and the model itself doesn&39;t stop you from fine-tuning it towards whatever spicy stuff there is with a dataset, at least by the looks of it. ckpt file in ComfyUImodelscheckpoints. The background is 1280x704 and the subjects are 256x512 each. Reproducing this workflow in automatic1111 does require alot of manual steps, even using 3rd party program to create the mask, so this method with comfy should be. Example fake scribble detectmap with the default settings. Moved from comfyanonymousComfyUI13 Original repo httpsgithub. The prompt for the first couple for example is this. For controlnets the large (1GB) controlnet model is run at every single iteration for both the positive and negative prompt which slows down generation time considerably and taking a bunch of memory. Take the image into inpaint mode together with all the prompts and settings and the seed. ControlNet is a new way to influence diffusion models with additional conditions. It can be used in combination with Stable Diffusion, such as runwaymlstable-diffusion-v1-5. (Reducing the weight of IP2P controlnet can mitigate this issue, but it also makes the pose go wrong again) . 5312070 about 2 months ago. Sign up Product Actions. ComfyUI-Advanced-ControlNet These custom nodes allow for scheduling ControlNet strength across latents in the same batch (WORKING) and across timesteps (IN. Figured it out digging through the files, In extensionssd-webui-controlnetscripts open controlnet. This process is different from e. With ControlNet, artists and designers gain an instrumental tool that allows for precision in crafting images that mirror their envisioned aesthetics. Aug 17, 2023 SDXL Style Mile (ComfyUI version) ControlNet Preprocessors by Fannovel16. But standard A1111 inpaint works mostly same as this ComfyUI example you provided. the difference between controlnet 1. 1 of preprocessors if they have version option since results from v1. ensure you have at least one upscale model installed. 0 1 Davikar reacted with thumbs up emoji. This example is based on the training example in the original ControlNet repository. Aug 22, 2023 Install various Custom Nodes like Stability-ComfyUI-nodes, ComfyUI-post-processing, WIP ComfyUIs ControlNet preprocessor auxiliary models (make sure you remove previous version comfyuicontrolnetpreprocessors if you had it installed) and MTB Nodes. Example Pidinet detectmap with the default settings. If a preprocessor node doesn&39;t have version option, it is unchanged in ControlNet 1. I&39;ve been tweaking the strength of the control net between 1. But it is extremely light as we speak, so much so the Civitai guys probably wouldn't even consider that NSFW at all. 2 kB. Lecture 18 How Use Stable Diffusion, SDXL, ControlNet, LoRAs For FREE Without A GPU On Kaggle Like Google Colab. Depth is good for positioning things, especially positioning things "near" and "far away". I think the old repo isn&39;t good enough to maintain. Improved AnimateDiff integration for ComfyUI, initially adapted from sd-webui-animatediff but changed greatly since then. Mar 18, 2023 To enable ControlNet, tick the Enable box below the image. But it is extremely light as we speak, so much so the Civitai guys probably wouldn&39;t even consider that NSFW at all. Here&39;s a quick example where the lines from the scribble actually overlap with the pose. Maybe I could have managed it by changing some parameters behind the scenes, but I was too stupid to figure out what to adjust. 0 tutorial I&39;ll show you how to use ControlNet to generate AI images usi. The KSampler Advanced node is the more advanced version of the KSampler node. Skip to content Toggle navigation. I did try it, it did work quite well with ComfyUIs canny node, however its nearly maxing out my 10gb vram and speed also took a noticeable hit (went from 2. In this case. A tag already exists with the provided branch name. I know it shows up in img2img but I kind of remember it being missing in the controlnet tab when using temporal kit. Lets download the controlnet model; we will use the fp16 safetensor version. For the FAQ simplicity purposes I am assuming you&39;re going to use AUTOMATIC1111 webUI. Join me as I navigate the process of installing ControlNet and all necessary models on ComfyUI. A port of the openpose-editor extension for stable-diffusion-webui, now compatible with ComfyUI. Installing ControlNet for Stable Diffusion XL on Windows or Mac. It is used with "canny" models (e. In only 4 months, thanks to everyone who has contributed, ComfyUI grew into an amazing piece of software that in many ways surpasses other stable diffusion graphical interfaces in flexibility, base features, overall stability, and power it gives users to control the diffusion pipeline. Same as ComfyUIRoop, Conflict with comfycontrolnetpreprocessors, would u please fix this issue . Pidinet ControlNet preprocessor. 1 models are roughly equivalent in quality, though neither is perfect. 0, especially invaluable for architectural design Dive into this tutorial where I'll guide you on harnessing. cd ComfyUIcustomnodesngit clone httpsgithub. Note that I renamed diffusionpytorchmodel. It is a more flexible and accurate way to control the image generation process. Make a depth map from that first image. Click on Install and then Reload UI. When using the git version of hordelib, from the project root. I'm using this one, since it has loads of background noise, which can create interesting stuff. 2 kB. 1 was released in lllyasvielControlNet-v1-1 by Lvmin Zhang. You can follow these steps Create another CLIPTextEncodeSDXL node by Add Node > advanced > conditioning > CLIPTextEncodeSDXL. Premium Powerups Explore Gaming. Preprocessor is set to clipvision, and model is set to t2iadapterstylesd14v1. Download the skeleton itself (the colored lines on black background) and add it as the image. will load images in two ways, 1 direct load from HDD, 2 load from a folder (picks next image when generated) Prediffusion -. Pidinet ControlNet preprocessor. SDXL Style Mile (ComfyUI version) ControlNet Preprocessors by Fannovel16. 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. comfyuicontrolnetaux for ControlNet preprocessors not present in vanilla ComfyUI. Description copied from interface Future. ComfyUI Area Composition or Outpainting What do you prefer Area Composition or Outpainting. The aspect ratio of the ControlNet image will be preserved Scale to Fit (Inner Fit) Fit ControlNet image inside the Txt2Img width and height. You can, for example, generate 2 characters, each from a different lora and with a different art style, or a single character with one set of loras applied to their face, and the other to the rest of the body - cosplay. The openpose PNG image for controlnet is included as well. . fat booty african