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StyleDrop

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About

StyleDrop enables text-to-image generation that faithfully follows specific styles, utilizing Muse, a generative vision transformer. It's highly versatile, capturing nuances like color schemes, shading, and design patterns from a user-provided style. StyleDrop efficiently learns new styles by fine-tuning minimal parameters (less than 1% of total) and improves quality through iterative feedback. Impressively, it can deliver results even with a single reference image. Studies show StyleDrop on Muse outperforms other methods like DreamBooth and Textual Inversion on Imagen or Stable Diffusion for style tuning. It also allows for stylized character rendering and collaboration with brand assets, and can be combined with DreamBooth for generating specific subjects in specific styles.

Platform

Task

photo stylizing

Features

• combines with dreambooth for subject and style generation

• stylized character rendering

• outperforms other diffusion models for style tuning

• generates impressive results from a single reference image

• iterative training with human or automated feedback

• efficient style learning with minimal parameter fine-tuning

• captures nuances of user-provided styles (color schemes, shading, patterns)

• text-to-image generation in any style

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