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FonTS: Text Rendering with Typography and Style Controls

  • A new paper on arXiv proposes a two-stage diffusion transformer-based pipeline to improve text rendering controllability over typography and style.
  • They introduce typography control fine-tuning (TC-FT) and a text-agnostic style control adapter (SCA) to address font inconsistency and style variation challenges.
  • The proposed approach focuses on precise word-level application of typographic features and enhanced style consistency in text rendering tasks.
  • The paper incorporates HTML-render into the data synthesis pipeline and provides a word-level controllable dataset for academic use.

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