Research map / Image generation / Editing and style transfer
Awesome Typography: Statistics-Based Text Effects Transfer
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Use distance-based partitions instead of random, grid, angle, or ring partitions to characterize color and scale patterns | Text-effects statistics estimation · 30 text effects images (average) | color and scale reliability: color: 0.147; scale: 0.950 | Helped |
| Use joint 5×5 patches over 5 scales instead of single-scale 5×5 patches (ablation) | Text-effects transfer · Denim fabric typography | texture quality | Helped |
| Use joint 5×5 patches over 5 scales instead of single-scale 15×15 patches (ablation) | Text-effects transfer · Denim fabric typography | texture quality | Helped |
| Add the distribution term during optimization (ablation) | Text-effects transfer · Flame typography | sub-effect spatial distribution | Helped |
| Use distribution-aware initialization as well as distribution-aware optimization (ablation) | Text-effects transfer · Flame typography | sub-effect spatial distribution | Helped |
| Add the psycho-visual penalty to discourage repeated use of source patches (ablation) | Text-effects transfer · Lava textures | texture naturalness | Helped |
| Initialize the target by voting from source patches selected using the appearance term (ablation) | Text-effects transfer · Text-effects transfer | visual quality | Helped |
| Use the full proposed method instead of the appearance-only baseline | Text-effects transfer · Neon, smoke, denim fabric, and flame typography | local texture and global sub-effect distribution | Helped |
Closest papers by meaning
- VecGlypher: Unified Vector Glyph Generation with Language Models (CVPR 2026 · similarity 0.86)
- Towards Visual Text Design Transfer Across Languages (NeurIPS 2024 · similarity 0.86)
- MetaDesigner: Advancing Artistic Typography through AI-Driven, User-Centric, and Multilingual WordArt Synthesis (ICLR 2025 · similarity 0.85)
- Alchemist: Turning Public Text-to-Image Data into Generative Gold (NeurIPS 2025 · similarity 0.85)
- Layout-Agnostic Scene Text Image Synthesis with Diffusion Models (CVPR 2024 · similarity 0.85)
- FontDiffuser: One-Shot Font Generation via Denoising Diffusion with Multi-Scale Content Aggregation and Style Contrastive Learning (AAAI 2024 · similarity 0.85)
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