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What is One-Prompt-One-Story (1Prompt1Story)?

2025-09-10 1.8 K

Definition of One-Prompt-One-Story (1Prompt1Story)

One-Prompt-One-Story (1Prompt1Story) is an innovative text-to-image generation tool presented at ICLR 2025 by Tao Liu et al.

core functionality

  • Consistent image generation with a single cue input
  • Maintaining role identity consistency
  • Generate high quality images

Technical characteristics

  • Adoption of a no-training method
  • For all text-to-image models based on text embedding
  • Cross-attention techniques using singular value reweighting and identity preservation

applied value

The tool is particularly suitable for application scenarios where character consistency needs to be maintained, such as comic strip creation and character design.

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