Author

Xin-Ying Liu

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Open access Oct 2026

DeStyle: A Unified Decoupled Framework for Style Transfer via Singular Value Purification and Attention-Guided Distillation

A major challenge in training-free image style transfer is to reproduce the artistic characteristics of a reference image while preserving the semantic identity and spatial structure of the content image. Existing methods often struggle to balance content preservation and stylistic expressiveness: aggressive feature in...

Xin-Ying Liu, Tian Xian, Xue-Lei Geng et al. · Journal of Imaging · 0 citations

Open access Aug 2026

VEX: Chroma-Stable Virtual Exposure Routing for Low-Light Image Enhancement

Low-light image enhancement (LLIE) seeks to improve visibility while suppressing amplified noise, preserving color, and preventing highlight over-enhancement. Most existing methods infer a normally exposed image from a single observed representation, requiring one feature stream to reconcile shadow brightening, highlig...

Yuting Liu, Xin-Ying Liu · Mathematics · 0 citations