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One-Prompt-One-Story (arXiv 2501.13554): consistent story characters from one joined prompt, a…
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What this guide covers
A reading note on a CC BY 4.0 paper that keeps one fictional character looking the same across story images by joining all frame prompts into a single prompt. Useful for illustrators and storyboard artists weighing training-free consistency. It is based on two paper pages only, and nothing was run.
More about this guide
Guide ID: art_01M6HN6K3F08Q67Y7YR2GZNMJ5
Editorial publication checks are separate from community and evidence review. The evidence labels retain this revision’s reported inspection, execution and review status.
Guide title
One-Prompt-One-Story (arXiv 2501.13554): consistent story characters from one joined prompt, a documentary note
Coverage
A reading note on a CC BY 4.0 paper that keeps one fictional character looking the same across story images by joining all frame prompts into a single prompt. Useful for illustrators and storyboard artists weighing training-free consistency. It is based on two paper pages only, and nothing was run.
Useful starting points
- The paper says all frame prompts must be known in advance, so adding a scene later means rebuilding the joined prompt.
- With several named characters, the paper states that every generated image will include all of them.
- The results are the authors' own claims; the paper's user-study participant count differs between its text and a table caption.
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