<h2 id="with-a-help-of-an-user-in-banodoco-discord-i've-change-the-way-it-generates-the-sampler-by-adding-a-noise-correction-to-generate-better-quality-images">With a help of an user in Banodoco discord, I've change the way it generates the sampler by adding a noise correction to generate better quality images</h2><h3 id="august-26th-2025-i'm-also-abandoning-flux-and-moving-to-chroma-will-keep-all-versions-here-but-probably-will-not-update-them-anymore">August 26th 2025 - I'm also abandoning Flux and moving to chroma, will keep all versions here, but probably will not update them anymore</h3>I've created this workflow as a way to streamline my process—partly due to a bit of laziness and a frequent lack of creative spark. It’s designed to help generate consistent, high-quality results with minimal effort.Please note: for this to work correctly, you’ll need to install the Image Metadata Extension directly from the GitHub repository below, if you want to save the images with Metadata, otherwise just replace it for the normal save image or one of you preference: <a target="_blank" rel="ugc" href="https://github.com/edelvarden/comfyui_image_metadata_extension">https://github.com/edelvarden/comfyui_image_metadata_extension</a>The version included with ComfyUI currently has some issues, so it’s highly recommended to use the GitHub version instead to ensure full functionality.You will need to create the <code>Wilcards</code> folder in the main ComfyUI folder and have the wildcards there:<img src="https://image.civitai.com/xG1nkqKTMzGDvpLrqFT7WA/d02b5d3f-a315-4510-beef-7fda49f08ccf/width=525/d02b5d3f-a315-4510-beef-7fda49f08ccf.jpeg" /><h2 id="workflow-explanation:">Workflow explanation:</h2><ul><li>Wildcards group:</li></ul>The Wildcards group is where you will setup the wildcards that you want to use. All wildcards are written with double underscore ( __ ) before and after the name of the file that includes the values to be used.Example, I have a wildcard in the <code>ComfyUI/Wildcards</code> folder that is called <code>poses.txt</code>, to use it, I would need to add the <code>__poses__</code> in the <code>Wildcard Processor (Mikey)</code> node<img src="https://image.civitai.com/xG1nkqKTMzGDvpLrqFT7WA/fd1bff73-7206-4e83-9350-bd3fef471f5b/width=525/fd1bff73-7206-4e83-9350-bd3fef471f5b.jpeg" />I've kept a <code>Note</code> node So i can keep up with all the wildcards files that I have createdHere are all the wildcards that I've generated until this point:<a target="_blank" rel="ugc" href="https://drive.google.com/drive/folders/1pxNUsNx7EUBxm55fHdcpWsEGmzpl1euK?usp=sharing">https://drive.google.com/drive/folders/1pxNUsNx7EUBxm55fHdcpWsEGmzpl1euK?usp=sharing</a><ul><li>RandomFluxResolution Group</li></ul>In this group, it is using the wildcard <code>FluxResolutionCalculatorNode-AR</code> that has all the AR that the <code>Flux Resolution Calc</code> node is expecting to receiveWith this change, you don't need to worry about having the wrong resolution, as it will generate the correct one with the correct AR<img src="https://image.civitai.com/xG1nkqKTMzGDvpLrqFT7WA/9fce09b2-75a9-4377-8c13-ac8a95aae7a4/width=525/9fce09b2-75a9-4377-8c13-ac8a95aae7a4.jpeg" />If you don't want to use a random resolution, you only need to disable this group and add the latent node as you wish.<ul><li>Randomize LoRAs node</li></ul>I've added this node in the attempt to also randomize the loras for drawing styles.You can enable it or disable it as intended.These are my custom nodes, one is for you to only select the folder and the other one is for specific loras<img src="https://image.civitai.com/xG1nkqKTMzGDvpLrqFT7WA/8c2c8e68-7ecc-418f-8d33-0ea25d76925f/width=525/8c2c8e68-7ecc-418f-8d33-0ea25d76925f.jpeg" /><ul><li>Lora Stack Applier</li></ul>In case you don't want to apply any lora, you can bypass this node / group<img src="https://image.civitai.com/xG1nkqKTMzGDvpLrqFT7WA/f5a4fbe4-0dbc-4823-bae7-245ef8466163/width=525/f5a4fbe4-0dbc-4823-bae7-245ef8466163.jpeg" /><ul><li>Loaders Group</li></ul>This is the group with what I've been using together with flux<img src="https://image.civitai.com/xG1nkqKTMzGDvpLrqFT7WA/508976f9-f75e-409c-af17-df6ad88cb2ad/width=525/508976f9-f75e-409c-af17-df6ad88cb2ad.jpeg" />If you want to use with other models, you will need to adapt this as needed and also taking attention to the Samplers group as there is the <code>ModelSamplingFlux</code> and <code>FluxGuidance</code>nodes<ul><li>InitNoise Group</li></ul>These are the new samplers that correct the noise<img src="https://image.civitai.com/xG1nkqKTMzGDvpLrqFT7WA/80a6327e-6f48-4167-97cb-3c44cc6c558b/width=525/80a6327e-6f48-4167-97cb-3c44cc6c558b.jpeg" /><ul><li>GrainyRemover Group</li></ul>The purpose is to correct the images with a lot of grainy, I would let it run together with the <code>InitNoise</code> so you could have both raw and corrected image<img src="https://image.civitai.com/xG1nkqKTMzGDvpLrqFT7WA/8e3accee-e13e-41df-aac9-7367431b92d5/width=525/8e3accee-e13e-41df-aac9-7367431b92d5.jpeg" /><ul><li>SecondInitNoiseGroup</li></ul>This is not a mandatory one, but it is only to run a second run of the <code>InitNoise</code> to correct the grainy and also to change the image a little bit<img src="https://image.civitai.com/xG1nkqKTMzGDvpLrqFT7WA/e4f5361b-01ad-4c11-b0e3-80b51dd378bb/width=525/e4f5361b-01ad-4c11-b0e3-80b51dd378bb.jpeg" /><ul><li>Upscaler Group</li></ul>This is the group that I used to upscale images with <code>Ultimate SD Upscale</code>Together with <code>SD Prompt Reader</code> is no longer needed to manually add any data to have the upscale image saved with the same metadata as the original<h3 id="note">Note</h3>There is a known bug with <code>SD Prompt Reader</code> - <a target="_blank" rel="ugc" href="https://github.com/receyuki/comfyui-prompt-reader-node/issues/113">https://github.com/receyuki/comfyui-prompt-reader-node/issues/113</a> and you might need to uninstall it and then install it manually using the command <code>git clone --recursive https://github.com/receyuki/comfyui-prompt-reader-node.git</code> inside your <code>custom_nodes</code> folder<img src="https://image.civitai.com/xG1nkqKTMzGDvpLrqFT7WA/3e6b254d-3294-4f5c-8884-e24c80f35117/width=525/3e6b254d-3294-4f5c-8884-e24c80f35117.jpeg" />This part of the group is to collect the images from a folder and upscale them one-by-one per each queue job.If you don't want to do that and want to go through a selected image, you will need to remove the connection from the <code>SD Prompt Reader</code> image input and then select the file<img src="https://image.civitai.com/xG1nkqKTMzGDvpLrqFT7WA/2153ad89-43b0-4807-9b1b-6bfc46a075ca/width=525/2153ad89-43b0-4807-9b1b-6bfc46a075ca.jpeg" /><ul><li>InstantUpscale</li></ul>In case you want something more light, this node is to upscale faster and on the go after generating each image<img src="https://image.civitai.com/xG1nkqKTMzGDvpLrqFT7WA/33a8722a-4581-4640-a4cd-33a94a5f93a5/width=525/33a8722a-4581-4640-a4cd-33a94a5f93a5.jpeg" /><ul><li>Automatic Captions group</li></ul>This group is to help people to get captions / prompts for some images, it uses Florence2.You just need to load the image and read the information from it or ask to generate the description text for it.<img src="https://image.civitai.com/xG1nkqKTMzGDvpLrqFT7WA/14e62c62-462b-4e4b-ac17-50bb4a6e81ed/width=525/14e62c62-462b-4e4b-ac17-50bb4a6e81ed.jpeg" />

Lazy people's workflow ( Wildcards + Random Resolution )

lazyPeoplesWorkflow_sdxlPonyIllustrious.zip

SDXL-Pony-Illustrious v1

Z-Image v1.0

Wan2.2 LOW T2I

Wan2.2 T2I v1.0

Flux v3.0

Chroma v1.1

Chroma v1.0

Flux v2.1

Flux v2.0

Flux v1.1

Flux v1.0

Files with SHA256: 6fa95cef0a447e81d29142ddbfdf3258672b9aec7a5f9b3ea3fd5bf99d18762b