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Mastering Page-Level Chinese Calligraphy via Layout-Guided Spatial Planning

9 hours ago
  • #Chinese Calligraphy Synthesis
  • #Layout Planning
  • #Diffusion Transformer
  • CalliMaster is a unified framework for controllable generation and editing of page-level Chinese calligraphy.
  • It decouples spatial planning from content synthesis via a coarse-to-fine pipeline (Text → Layout → Image).
  • A spatial planning stage predicts character bounding boxes to establish global spatial arrangement.
  • The layout serves as a geometric prompt for content synthesis to render high-fidelity brushwork.
  • The framework supports controllable semantic re-planning, artifact restoration, and forensic analysis.