Author

Xue-Heng Li

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Preprint Oct 2026

Editing Images into Reusable Layers via Compositional Edit-Prior Distillation

High-quality image editing requires precise modification of target regions while preserving the content of unrelated regions. Existing editing models produce flattened outputs that limit precise local manipulation and layer reuse, while decomposition methods typically optimize layer recovery separately from instruction...

Wen Xue, Yong Liu, Xue-Heng Li 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