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Kousuke Watanabe

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#artificial intelligence Preprint Oct 2026

PASTA: Prompt-Aware Annealed Diffusion Sampling

While Diffusion models produce high-quality images, real-world visual design requires intentionally preserving clean regions for headlines, logos, or UI elements. Existing layout-aware text-to-image methods struggle to strictly preserve reserved regions, often introducing unwanted content that complicates downstream ed...

Ren Ajiki, Ryugo Morita, Stanislav Frolov et al. · 0 citations

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