Introduction
This workflow integrates advanced AI modules, including ControlNet, LoRA, and FLUX, with ComfyUI to achieve seamless model replacement and product visualization. By combining depth information, style transfer, and precise masking techniques, it ensures that the replaced model, background, and product appear cohesive and natural.
IPAdapter Unified Loader (LIGHT - SD1.5 only)
It is a lightweight model designed to enhance image conditioning and blending within Stable Diffusion (SD1.5) workflows. This preset provides subtle yet effective guidance to refine visual outputs, ensuring that the generated images maintain a coherent structure while integrating seamlessly with latent vectors and textual prompts.
PuLID Flux Module
The PuLID Flux module is a highly specialized tool for fine-tuning face and style consistency in image synthesis workflows. It leverages advanced facial analysis (via InsightFace) and style blending (via EVA CLIP) to ensure precise integration of models and backgrounds. By combining facial detail refinement with artistic flexibility, PuLID Flux is ideal for creating natural and professional-grade results in model replacement and product visualization tasks.
AIO Aux Preprocessor (MiDaS Depth Map)
The AIO Aux Preprocessor is a powerful preprocessing tool that uses MiDaS Depth Map technology to extract detailed depth information from input images. This depth data is crucial for maintaining accurate pose alignment and spatial consistency in model replacement workflows. By integrating seamlessly into the ControlNet pipeline, it enhances the realism and depth of the generated images.
Workflow Overview
How to use this workflow?
Step 1: Import Original and Background Images
- Upload the original model image, which serves as the basis for depth extraction and pose analysis.
- Upload the background reference image, which will replace the original background.
Ensure both images are high resolution to achieve optimal results. You can adjust dimensions using the Resize Imagenode if needed.
Step 2: Style and Feature Processing
Input specific text prompts into CLIP Text Encode to guide the AI and correct issues like incomplete details, illogical compositions, or excessive sharpening.
Step 3: Final Adjustments and Export
Adjust brightness, contrast, and saturation to enhance the final output.
Save the completed image using the Save Image node in the desired format and resolution.
