Author

Xiao-Long Fu

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Preprint Aug 2026

PosterText: Towards Unified Visual Text Generation and Editing for E-commerce Poster

Automated e-commerce poster design requires both high-quality poster generation and flexible editing of existing designs. However, most existing methods either target end-to-end poster generation or follow multi-stage design pipelines, with limited capability for flexible and precise editing of existing posters. To ena...

Xiao-An Liu, Li-Chen Ma, Zipeng Guo et al. · 0 citations

#artificial intelligence Preprint Sep 2026

TryOnReward: Learning Foveated Consistency for Reinforcement Fine-Tuning of Virtual Try-On

This work presents TryOnReward, a fine-grained reward model tailored for VTON that significantly outperforms generic judges in human preference alignment, and when serving as the RFT reward function, it consistently yields human-preferred try-on results across multiple baselines.

Xue-Heng Li, Yong Liu, Xiao-Long Fu et al. · 0 citations

Preprint Aug 2026

TransAnyText: Translating Arbitrary Text in E-commerce Images via Structured Visual Generation

TransAnyText, a structured visual code framework that reformulates image text translation as generating renderable HTML patches from source images and target languages, is introduced, providing an effective, controllable, and editable solution for cross-border e-commerce image translation.

Xiao-An Liu, Li-Chen Ma, Zipeng Guo et al. · 0 citations