ComfyUI Workflows
Browse real AI workflows from Flux, SDXL, Pony, ControlNet, video generation and commercial AI creators.
Workflow - RefControl FLUX.2 Klein 4B โ Reference Depth LoRA
RefControl FLUX.2 Klein 4B - Reference Depth LoRA๐ Short descriptionA LoRA for FLUX.2 Klein 4B Base that fuses a reference image (left) with a depth map (right).It preserves identity and style from the reference while following the pose and structure from the depth map.Model: https://civitai.com/models/2655452/workflow-refcontrol-flux2-klein-9b-reference-depth-lora?modelVersionId=2981746Trigger word: refcontrol๐ Examples๐ Extended descriptionThis LoRA was primarily trained on humans, but it also works with objects and stylized characters.Its main purpose is to preserve identity - facial features, clothing, style, or object characteristics - from the reference image, while adapting the subject to the pose and composition defined by the depth map.Part of the RefControl family: reference + control fusion for consistent, controllable generation on FLUX.2 Klein 4B Base.โ๏ธ How to useUse first image as depth reference, second image input.Add the trigger word refcontrol in your prompt.Adjust LoRA weight (recommended 0.8-1.0) depending on how strongly you want to preserve identity.ComfyUI requirenmentsFor extracting depth you need to install nodes with depth estimation in workflow used:https://github.com/Fannovel16/comfyui_controlnet_auxBase modelUse with black-forest-labs/FLUX.2-klein-base-4B.The undistilled Base variant is intended for LoRA training and custom pipelines (~50 inference steps, guidance_scale ~4.0).โ Example promptrefcontrol ๐ฏ What it doesPreserves character or object identity across generations.Embeds the subject into a new pose or scene defined by the depth map.Works best when the depth map has similar proportions and scale to the reference.โก TipsBest results when the depth map is not drastically different in object scale from the reference.Combine with text prompts to refine background, lighting, or mood.Can be combined with other RefControl LoRAs (pose, lineart, canny) on compatible pipelines for multi-constraint generation.๐ Use casesHuman portraits in different poses.Consistent character design across multiple scenes.Object transformations (cars, furniture, props) with depth-guided placement.Storyboarding, comics, or animation frame generation.๐ฆ FilesWeights: flux2_klein_4b_refcontrol_depth.safetensorsComfyUI workflow: image_flux2_klein_image_edit_4b_refcontrol_depth.jsonRepo: thedeoxen/refcontrol-FLUX.2-klein-4B-reference-depth-lora
Flux.1 & Flux.2-klein workflow
standard flux1 workflow๏ผThe simplest and most common flux1 workflow, no need to custom nodes๏ผ