InnoText: A Unified Model for Visual Text Generation and Editing
Merged summary
TL;DR - InnoText is a unified diffusion-transformer model for generating and editing visual text, including small-scale and Chinese characters. It aims to improve legibility and consistency while replacing separate task-specific pipelines.
- Uses one DiT-based framework for both visual text generation and editing.
- Introduces font size-aware modulation and small-character augmentation to improve fine-grained text fidelity.
- Applies a task-specific region-weighted loss for adaptive optimization.
- Provides a bilingual English-Chinese dataset spanning varied fonts, sizes, and backgrounds.
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InnoText: A Unified Model for Visual Text Generation and Editing
TL;DR - InnoText is a unified diffusion-transformer model for generating and editing visual text, including small-scale and Chinese characters. It aims to improve legibility and consistency while replacing separate task-specific pipelines.
- Uses one DiT-based framework for both visual text generation and editing.
- Introduces font size-aware modulation and small-character augmentation to improve fine-grained text fidelity.
- Applies a task-specific region-weighted loss for adaptive optimization.
- Provides a bilingual English-Chinese dataset spanning varied fonts, sizes, and backgrounds.