Author

Jing Wang

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Jul 2026

InnoText: A Unified Model for Visual Text Generation and Editing

This work proposes InnoText, a unified DiT-based framework capable of performing both text generation and editing within a single model, and introduces a Font Size-Aware Modulation module to enhance representations across font scales, a Small-Character Aware Augmentation strategy to improve fine-grained fidelity, and a Task-Specific Region Weighted Loss for adaptive optimization.

Hao-Wei Liu, Runze He, Jian Lu et al. · arXiv.org · 0 citations