Dynamic Thresholding (CFG Scale Fix) enhances the functionality of Stable Diffusion within ComfyUI, SwarmUI, and Auto WebUI by allowing users to utilize higher CFG scales without encountering color distortion issues. This is achieved by clamping latents between processing steps, ensuring more accurate color representation in generated images.
- Supports integration with multiple UI frameworks, including ComfyUI, SwarmUI, and Auto WebUI.
- Provides a user-friendly interface for adjusting dynamic thresholding settings, making it accessible for users of varying expertise.
- Enhances image quality by mitigating color artifacts commonly associated with higher CFG scales.
Context
This tool serves as an extension for ComfyUI, SwarmUI, and Auto WebUI, specifically designed to address color issues that arise when using elevated CFG scales in Stable Diffusion. By implementing a method to clamp latent variables during processing, it ensures that the output images maintain their intended color integrity.
Key Features & Benefits
The primary feature of this extension is its ability to adjust the CFG scale dynamically, allowing users to explore creative options without the trade-off of color fidelity. This capability is particularly beneficial for artists and developers who require precise color management in their AI-generated artworks. The user interface is designed to be intuitive, making it easy to toggle settings and fine-tune the output.
Advanced Functionalities
The tool includes advanced options for managing how latents are clamped, which can be adjusted through sliders in the user interface. This allows for granular control over the image generation process, enabling users to experiment with various settings to achieve the desired artistic effect. Additionally, the extension is compatible with various KSampler nodes, enhancing its versatility within different workflows.
Practical Benefits
By integrating this tool into their workflows, users can significantly improve the quality and consistency of their generated images. The reduction of color issues leads to less post-processing work and enhances overall efficiency in the creative process. This tool empowers artists to push the limits of their creativity without compromising on the visual quality of their outputs.
Credits/Acknowledgments
The original functionality was developed by Birch-san and later adapted for various platforms by contributors including dtan3847 and mcmonkey4eva. The ComfyUI version was ported by TwoDukes and mcmonkey4eva, ensuring broad compatibility and continued development within the community. This project is licensed under the MIT License, allowing for free use and contributions.