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FLUX & ByteDance-USO: Single Img2Img

ByteDance USO on FLUX unifies subject-driven and style-driven image generation in one pass.

Batch ByteDance USO FLUX Product Photo

ComfyUI Workflow: FLUX & ByteDance-USO – Single Img2Img

This ComfyUI workflow combines FLUX and ByteDance's USO (Unified Style Optimization) model to perform single-image-to-image transformations with style-aware reprocessing. It is designed for restyling, adapting, or transforming a reference image while preserving its structural composition.

Key features

  • Single-image input: One reference image drives the transformation; no paired training data needed.
  • Style-aware output: USO layer applies targeted style transfer without losing the subject.
  • Composition preservation: Underlying structure of the input is maintained through FLUX's VAE encoding.
  • Checkpoint flexible: Compatible with FLUX dev and schnell variants.
  • Tunable strength: Control how much of the source image's structure vs. style is preserved per generation.

Use cases

  • Restyling photography: Apply artistic styles to existing photos without redrawing the subject.
  • Product visualization: Re-render product shots in different aesthetics while keeping the product recognizable.
  • Concept art iteration: Generate stylistic variations of a base concept for client review.
  • Brand consistency: Apply a brand's visual style to a batch of source images.

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