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In International Conference on Pattern Recognition

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Training-free Stylized Text-to-Image Generation with Fast Inference

cs.CV · 2025-05-25 · conditional · novelty 6.0

OmniPainter performs training-free and inversion-free stylized text-to-image generation by extracting style key/value statistics from a single noisy LCM forward pass and mixing them into self-attention during six-step denoising.

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  • Training-free Stylized Text-to-Image Generation with Fast Inference cs.CV · 2025-05-25 · conditional · none · ref 2021

    OmniPainter performs training-free and inversion-free stylized text-to-image generation by extracting style key/value statistics from a single noisy LCM forward pass and mixing them into self-attention during six-step denoising.