This repository provides an implementation of the StyleAligned technique for ComfyUI, designed to enhance image generation by aligning the style of outputs with reference images. It introduces two specialized nodes that do not require additional models or dependencies, streamlining the integration process.
- The StyleAligned Reference Sampler node allows users to utilize an existing latent as a style reference through DDIM inversion, enhancing the creative control over generated images.
- The StyleAligned Batch Align node enables the alignment of styles across an entire batch of images based on the first image, ensuring consistent stylistic outcomes.
- Both nodes feature adjustable parameters for model selection, attention sharing, normalization, and style scaling, giving users fine-tuned control over the output quality.
Context
This tool is an extension for ComfyUI that implements the StyleAligned technique, which focuses on improving the stylistic coherence of generated images. By providing two distinct nodes, it facilitates advanced style manipulation without the need for external models, making it a valuable addition for users looking to enhance their image generation capabilities.
Key Features & Benefits
The StyleAligned Reference Sampler node allows for the incorporation of an existing latent as a style reference, which can significantly influence the appearance of generated images. The Batch Align node ensures that all images generated in a batch share the same stylistic elements, which is particularly beneficial for projects requiring visual consistency across multiple outputs.
Advanced Functionalities
Both nodes offer parameters that can be adjusted for various aspects of the generation process, such as the degree of style alignment and normalization methods. Users can choose to share self-attention components and normalization across images, providing flexibility in how styles are integrated into the final results.
Practical Benefits
This tool enhances workflow efficiency by allowing users to generate images that maintain a consistent style, which is crucial for projects that demand a unified visual aesthetic. The ability to reference styles and align batches simplifies the creative process, enabling users to focus on conceptual development rather than technical adjustments.
Credits/Acknowledgments
The original implementation is based on the StyleAligned technique, and while this repository is no longer actively maintained, users are encouraged to explore other forks or projects for similar functionalities.